From 7f714ad309fcb4bf7290426fb735de9c1f2ecc8c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Ezequiel=20Leonardo=20Casta=C3=B1o?= <14986783+ELC@users.noreply.github.com> Date: Wed, 18 Jun 2025 22:04:58 -0300 Subject: [PATCH] Scraped pydata-berlin-2024 MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Fixes #xxx Event config: ~~~yaml repo_dir: W:\Repositories\pyvideo-data # Copy the event template here and adapt to the event parameters # Only repo_dir: and events: are loaded # ============================================================================= events: # - title: PyData Virginia 2025 # dir: pydata-virginia-2025 # youtube_list: # - https://www.youtube.com/playlist?list=PLGVZCDnMOq0qLS7Mk-jI9jhb4t5UY6yDW # related_urls: # - label: Conference Website # url: https://pydata.org/virginia2025 # language: eng # dates: # begin: 2025-04-18 # end: 2025-04-19 # default: 2025-04-18 # minimal_download: false # issue: xxx # overwrite: # # all: true # takes 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b/pydata-berlin-2024/videos/a-conceptual-and-practical-introduction-to-hilbert-space-gaussian-process-hsgp-approximation-meth.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/YWUZW9/\n\n\ud83c\udf93 Watch Dr. Juan Orduz introduce the innovative Hilbert Space Gaussian Process (HSGP) approximation method, enabling scalable and precise Gaussian process applications in time series analysis and Bayesian methods.\n\nSpeakers:\nDr. Juan Orduz\n\nDescription:\nDr. Juan Orduz, a Mathematician and Data Scientist, introduces the audience to a novel technique called the Hilbert Space Gaussian Process (HSGP) approximation. This method leverages spectral analysis to efficiently approximate Gaussian processes. By utilizing this approach, practitioners can effectively handle and adjust Gaussian processes at scale for various real-world applications. Through a hands-on demonstration using Numpyro, the talk elucidates the fundamental concepts behind the HSGP approximation method. Dr. Orduz demonstrates its practical implications by showcasing its implementation in Numpyro and PyMC for two distinct applications: time-varying coefficient regression and time series forecasting.\nThe key insight underlying this innovative approach is the use of Laplacian's spectral decomposition to approximate the spectral measures of kernels based on basis functions. A noteworthy aspect is that the basis functions in the reduced-rank approximation are independent of the hyperparameters of the covariance function, leading to significant computational efficiency gains. For further exploration, interested individuals can refer to various resources, such as research articles on reduced-rank Gaussian process regression and practical Bayesian Gaussian processes in probabilistic programming. Additionally, a tutorial example on Hilbert space approximation for Gaussian processes is available on the Numpyro website. Those seeking a visual guide can also watch the PyMCon Web Series featuring Bill Engels discussing the introduction of Hilbert Space GPs in PyMC.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 2655, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/YWUZW9/", + "url": "https://2024.pycon.de/program/YWUZW9/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/SvefEqtoaxg/maxresdefault.jpg", + "title": "A conceptual and practical introduction to Hilbert Space Gaussian Process (HSGP) approximation meth\u2026", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=SvefEqtoaxg" + } + ] +} diff --git a/pydata-berlin-2024/videos/a-deep-dive-into-the-arrow-columnar-format-with-pyarrow-and-nanoarrow.json b/pydata-berlin-2024/videos/a-deep-dive-into-the-arrow-columnar-format-with-pyarrow-and-nanoarrow.json new file mode 100644 index 000000000..36537022c --- /dev/null +++ b/pydata-berlin-2024/videos/a-deep-dive-into-the-arrow-columnar-format-with-pyarrow-and-nanoarrow.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/LERYUY/\n\n\ud83c\udf93 Watch a comprehensive tutorial on the Arrow Columnar format with pyarrow and nanoarrow, exploring its intricate details and interactive examples to enhance your understanding of this efficient in-memory data representation standard.\n\nSpeakers:\nJoris Van den Bossche, Ra\u00fal Cumplido, Alenka Frim\n\nDescription:\nIn a compelling talk titled \"A deep dive into the Arrow Columnar format with pyarrow and nanoarrow,\" speakers Joris Van den Bossche and Alenka Frim from Voltron Data along with Ra\u00fal Cumplido, a Senior Software Developer, will elucidate the intricacies of the Apache Arrow columnar format. The speakers, who are active contributors and maintainers in the Apache Arrow project, will shed light on the significance and utility of the Arrow format for efficient in-memory columnar data representation.\n\nThe tutorial aims to offer a comprehensive understanding of the Arrow columnar format, including its different types and buffer layouts, providing participants with interactive demonstrations using the pyarrow and nanoarrow libraries. The talk emphasizes Apache Arrow as a multi-language toolbox for accelerated data interchange and in-memory processing, illustrating the format's role in enabling efficient analytic operations on modern hardware such as CPUs and GPUs.\n\nAttendees will have the opportunity to explore the physical memory layout and various data types associated with the Arrow columnar format. The talk will feature practical code examples using pyarrow and nanoarrow libraries, allowing participants to create and inspect Arrow data effectively. Furthermore, the discussion will highlight the broader applicability of the columnar format, as it underpins multiple libraries like pandas, polars, datafusion, duckdb, cudf, influxdb, among others.\n\nBy delving into the nuances of the Arrow columnar format and providing hands-on demonstrations with pyarrow and nanoarrow, the speakers will equip participants\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-pydata-scientific-libraries-stack\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 5452, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-pydata-scientific-libraries-stack", + "url": "http://2024.pycon.de/program/categories/pydata-pydata-scientific-libraries-stack" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "https://2024.pycon.de/program/LERYUY/", + "url": "https://2024.pycon.de/program/LERYUY/" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/k0mkDXWfLb4/maxresdefault.jpg", + "title": "A deep dive into the Arrow Columnar format with pyarrow and nanoarrow", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=k0mkDXWfLb4" + } + ] +} diff --git a/pydata-berlin-2024/videos/a-retrieval-augmented-generation-system-to-query-the-scikit-learn-documentation.json b/pydata-berlin-2024/videos/a-retrieval-augmented-generation-system-to-query-the-scikit-learn-documentation.json new file mode 100644 index 000000000..8d5121b56 --- /dev/null +++ b/pydata-berlin-2024/videos/a-retrieval-augmented-generation-system-to-query-the-scikit-learn-documentation.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/ZCKQVG/\n\n\ud83c\udf93 Watch Guillaume Lemaitre introduce an experimental Retrieval Augmented Generation system to enhance querying the scikit-learn documentation, showcasing the advantages of this innovative approach over traditional methods.\n\nSpeakers:\nGuillaume Lemaitre\n\nDescription:\nIn his talk, Guillaume Lemaitre, an open-source engineer and core developer of scikit-learn, introduced an experimental Retrieval Augmented Generation (RAG) system for querying the scikit-learn documentation. The current scikit-learn website uses an \"exact\" search engine that lacks the ability to handle spelling mistakes and natural language queries. To overcome these limitations, Guillaume and his team experimented with large language models (LLMs) and opted for a RAG system due to resource constraints.\n\nThe talk detailed the RAG pipeline stages, including documentation scraping strategies based on numpydoc and sphinx-gallery for lexical and semantic searches. Comparisons were made between the RAG approach and an LLM-only system, highlighting the contextual advantages of the former. The experimental code is available on GitHub for further exploration.\n\nChallenges and benefits of integrating the RAG system into open-source projects, such as hosting and cost considerations, were discussed. Guillaume emphasized the importance of open-source software stack and open-weight models in developing the RAG system for scikit-learn documentation queries.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-generative-ai\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1774, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/ZCKQVG/", + "url": "https://2024.pycon.de/program/ZCKQVG/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-generative-ai", + "url": "http://2024.pycon.de/program/categories/pydata-generative-ai" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/a1F_qOn11xc/maxresdefault.jpg", + "title": "A Retrieval Augmented Generation system to query the scikit-learn documentation", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=a1F_qOn11xc" + } + ] +} diff --git a/pydata-berlin-2024/videos/acknowledging-womens-contributions-in-the-python-community-through-podcast.json b/pydata-berlin-2024/videos/acknowledging-womens-contributions-in-the-python-community-through-podcast.json new file mode 100644 index 000000000..109209036 --- /dev/null +++ b/pydata-berlin-2024/videos/acknowledging-womens-contributions-in-the-python-community-through-podcast.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/BYH8Y8/\n\n\ud83c\udf93 Watch as we delve into the importance of acknowledging women's contributions in the Python community through our podcast, highlighting their voices and the impact of diversity and inclusion efforts.\n\nSpeakers:\nCheuk Ting Ho, Tereza Iofciu\n\nDescription:\nCheuk Ting Ho, a community manager at OpenSSF, and Tereza Iofciu, Head of Data Science, discussed the underrepresentation of women in Python podcasts. They highlighted the need to recognize women's contributions and the impact of diversity in the community. Efforts such as PyCon US Charlas and PyLadies are improving diversity, yet women only make up 17% of guests on popular Python podcasts. Cheuk and Tereza launched a podcast to amplify women's voices and inspire others to support diversity in the Python community. They emphasized the influence of podcast guests and the importance of representation. The speakers shared data on gender representation in podcasts and showcased success stories from their own podcast series. They encouraged the audience to listen to diverse voices, promote inclusivity, and suggest interviews to further support underrepresented groups in the Python community.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1602, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://2024.pycon.de/program/BYH8Y8/", + "url": "https://2024.pycon.de/program/BYH8Y8/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else", + "url": "http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/A4cNFup5fMc/maxresdefault.jpg", + "title": "Acknowledging Women\u2019s Contributions in the Python Community Through Podcast", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=A4cNFup5fMc" + } + ] +} diff --git a/pydata-berlin-2024/videos/advanced-observability-with-opentelemetry-and-python-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/advanced-observability-with-opentelemetry-and-python-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..092875698 --- /dev/null +++ b/pydata-berlin-2024/videos/advanced-observability-with-opentelemetry-and-python-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/AQ8HUM/\n\n\ud83c\udf93 Watch as Anton Caceres introduces OpenTelemetry, the industry standard for enhancing Python code observability in distributed systems, showcasing its seamless integration with Python SDK through practical demonstrations.\n\nSpeakers:\nAnton Caceres\n\nDescription:\nAnton Caceres, CEO of a Python agency known for community engagement, presented on \"Advanced Observability with OpenTelemetry and Python.\" The talk highlighted the challenges of observability in distributed microservice architectures and introduced OpenTelemetry as a solution. OpenTelemetry, an industry-standard framework, allows tracking of system performance beyond Python code to include databases and message queues. The session included a practical demonstration of implementing OpenTelemetry's Python SDK in a Flask microservice, showcasing automatic and manual instrumentation. The presentation emphasized leveraging telemetry data for enhanced system monitoring as Python's usage expands into serverless and cloud environments.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1764, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "https://2024.pycon.de/program/AQ8HUM/", + "url": "https://2024.pycon.de/program/AQ8HUM/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/pAuxHdbWK3M/maxresdefault.jpg", + "title": "Advanced Observability with OpenTelemetry and Python [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=pAuxHdbWK3M" + } + ] +} diff --git a/pydata-berlin-2024/videos/analyzing-covid-19-protest-movements-a-multidimensional-approach-using-geo-social-media-data.json b/pydata-berlin-2024/videos/analyzing-covid-19-protest-movements-a-multidimensional-approach-using-geo-social-media-data.json new file mode 100644 index 000000000..8ecdd9a8a --- /dev/null +++ b/pydata-berlin-2024/videos/analyzing-covid-19-protest-movements-a-multidimensional-approach-using-geo-social-media-data.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/CY97LS/\n\n\ud83c\udf93 Watch a fascinating analysis on the Austrian COVID-19 protest movement using geo-social media data to unveil the network structure, spatial hotspots, and dominant content themes through multi-dimensional network analysis.\n\nSpeakers:\nNefta Kanilmaz\n\nDescription:\nNefta Kanilmaz, a researcher and PhD candidate at the University of Salzburg, discussed a multidimensional approach to analyzing COVID-19 protest movements using geo-social media data. The talk focused on the use of publicly available social media data to understand the geographical centers of activity, network structure, and key themes of conspiracy movements. Kanilmaz presented a multi-dimensional network analysis for the Austrian COVID-19 protest movement, utilizing Python libraries such as geopandas, networkx, and gensim. The analysis included identifying geo-spatial hot spots, densely connected clusters, and dominating content themes through spatial statistics, community detection techniques, and topic modeling approaches respectively. The presentation underscored the importance of data-driven analysis in understanding movements that may threaten democracy, emphasizing the significance of publicly available social media data in addressing societal challenges. Python libraries employed in the analysis included geopandas, networkx, berttopic, lda, and others.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-ethics-privacy\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1860, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/CY97LS/", + "url": "https://2024.pycon.de/program/CY97LS/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/general-ethics-privacy", + "url": "http://2024.pycon.de/program/categories/general-ethics-privacy" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/54OVK_ShXVY/maxresdefault.jpg", + "title": "Analyzing COVID-19 Protest Movements: A Multidimensional Approach Using Geo-Social Media Data", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=54OVK_ShXVY" + } + ] +} diff --git a/pydata-berlin-2024/videos/async-awaits-mastering-asynchronous-python-in-fastapi-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/async-awaits-mastering-asynchronous-python-in-fastapi-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..8c9ed16ff --- /dev/null +++ b/pydata-berlin-2024/videos/async-awaits-mastering-asynchronous-python-in-fastapi-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/DPVJ7K/\n\n\ud83c\udf93 Watch Async Awaits: Mastering Asynchronous Python in FastAPI to unlock the power of async/await syntax and optimize the performance of your web applications with practical insights and step-by-step guides.\n\nSpeakers:\nBojan Miletic\n\nDescription:\nBojan Miletic, CEO of an AI/ML consultancy, will present \"Async Awaits: Mastering Asynchronous Python in FastAPI.\" The session is tailored for Python developers looking to optimize web app performance. The talk will cover async/await syntax, its benefits in FastAPI, and practical guidance for real-time data processing. The 30-minute session includes topics like async programming basics, Python async/await specifics, FastAPI's async features, and building async web apps. Attendees will leave equipped to leverage Python's async capabilities effectively within the FastAPI framework.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1823, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "https://2024.pycon.de/program/DPVJ7K/", + "url": "https://2024.pycon.de/program/DPVJ7K/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/1z8LLSZSWHM/maxresdefault.jpg", + "title": "Async Awaits: Mastering Asynchronous Python in FastAPI [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=1z8LLSZSWHM" + } + ] +} diff --git a/pydata-berlin-2024/videos/asyncapp-my-contribution-to-hype-pythons-asyncio-a-bit-more-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/asyncapp-my-contribution-to-hype-pythons-asyncio-a-bit-more-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..2a137965e --- /dev/null +++ b/pydata-berlin-2024/videos/asyncapp-my-contribution-to-hype-pythons-asyncio-a-bit-more-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/BA7FZL/\n\n\ud83c\udf93 Watch Jens Nie as he simplifies building asyncio based applications with powerful yet easy-to-follow patterns, making asyncio a go-to solution for beginners and experts alike. #asyncio #raspberrypi\n\nSpeakers:\nJens Nie\n\nDescription:\nJens Nie, a physicist turned developer at Rosenxt, presented at AsyncApp. He discussed the increasing use of asyncio in Python but noted it's not the default choice for all projects, especially by beginners. Jens shared his journey creating simple yet powerful asyncio-based applications using lightweight and attractive patterns. \n\nAsyncio addresses I/O performance problems by preventing code from blocking concurrent elements in an application. While traditional methods like threading and multiprocessing can be complex, asyncio offers a simpler abstraction layer. Jens emphasized that proper threading and multiprocessing require a deep understanding and are often topics for experts. \n\nTo showcase asyncio's efficiency, Jens demonstrated building blocks for creating a Raspberry Pi monitoring app. This app gathers sensor readings, logs them, stores data, and tracks CPU and memory usage. It can be configured through various methods and follows the UNIX philosophy of focusing on specific tasks. With asyncio, Jens highlighted the ease of developing effective applications without intricate knowledge of underlying processes.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1811, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/BA7FZL/", + "url": "https://2024.pycon.de/program/BA7FZL/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/ya-JXEuYi1g/maxresdefault.jpg", + "title": "AsyncApp. My contribution to hype Pythons asyncio a bit more [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=ya-JXEuYi1g" + } + ] +} diff --git a/pydata-berlin-2024/videos/best-of-both-worlds-how-we-built-an-ai-aided-content-creation-tool-for-language-learning.json b/pydata-berlin-2024/videos/best-of-both-worlds-how-we-built-an-ai-aided-content-creation-tool-for-language-learning.json new file mode 100644 index 000000000..f776d818d --- /dev/null +++ b/pydata-berlin-2024/videos/best-of-both-worlds-how-we-built-an-ai-aided-content-creation-tool-for-language-learning.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/Y3FLEH/\n\n\ud83c\udf93 Watch how Babbel combined human expertise with Generative Artificial Intelligence to create a personalized and scalable AI-aided content creation tool for language learning.\n\nSpeakers:\nLea Petters, Hector Hernandez\n\nDescription:\nLea Petters, Data & AI Product Manager at inovex, and Hector Hernandez, Curriculum & Enrichment Lead at Babbel, shared insights on building an AI-aided content creation tool for language learning. Babbel's innovative approach combines human expertise with Generative Artificial Intelligence to create personalized learning content at scale. The tool addresses the diverse needs and goals of language learners, leveraging AI to automate and scale content generation while ensuring quality through human oversight. The speakers detailed the development journey, showcasing different tool iterations and demoing its current AI features. They highlighted the tech stack used and provided a glimpse into future development plans to enhance language learning experiences at Babbel.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-industry-academia-use-cases\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 2718, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/general-industry-academia-use-cases", + "url": "http://2024.pycon.de/program/categories/general-industry-academia-use-cases" + }, + { + "label": "https://2024.pycon.de/program/Y3FLEH/", + "url": "https://2024.pycon.de/program/Y3FLEH/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/fIFA4eHBI8s/maxresdefault.jpg", + "title": "Best of both worlds - How we built an AI-aided content creation tool for language learning", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=fIFA4eHBI8s" + } + ] +} diff --git a/pydata-berlin-2024/videos/better-safe-than-sorry-threat-modeling-for-python-developers-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/better-safe-than-sorry-threat-modeling-for-python-developers-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..1192a841b --- /dev/null +++ b/pydata-berlin-2024/videos/better-safe-than-sorry-threat-modeling-for-python-developers-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/PRH3QU/\n\n\ud83c\udf93 Watch as Clemens H\u00fcbner dives into the world of Threat Modeling for Python Developers, empowering you to proactively secure your applications against relevant threats and prioritize security measures effectively.\n\nSpeakers:\nClemens H\u00fcbner\n\nDescription:\nClemens H\u00fcbner, a Software Security Engineer at inovex, draws on over a decade of experience at the software-security interface to emphasize the importance of Threat Modeling for Python developers. In a landscape where cybersecurity threats constantly evolve, Python applications are increasingly targeted by malicious actors due to their role in managing critical data. The talk stresses the need for developers to transition from ad hoc security measures to a methodical approach in securing their applications. By utilizing Threat Modeling, developers can systematically analyze their applications against potential threats specific to their use cases and attack surfaces. Practical insights and real-world examples provided in the talk empower Python developers to identify, evaluate, and prioritize security risks effectively, enabling them to proactively fortify their applications against pertinent threats.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-security\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1781, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-security", + "url": "http://2024.pycon.de/program/categories/pycon-security" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/PRH3QU/", + "url": "https://2024.pycon.de/program/PRH3QU/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/Tq6kPnrZmrs/maxresdefault.jpg", + "title": "Better safe than sorry: Threat Modeling for Python Developers [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=Tq6kPnrZmrs" + } + ] +} diff --git a/pydata-berlin-2024/videos/better-search-relevance-using-learning-to-rank-at-mobile-de-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/better-search-relevance-using-learning-to-rank-at-mobile-de-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..ea300c52a --- /dev/null +++ b/pydata-berlin-2024/videos/better-search-relevance-using-learning-to-rank-at-mobile-de-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/LMMM7D/\n\n\ud83c\udf93 Watch how mobile.de utilizes Learning to Rank techniques like XGBoost to constantly optimize search relevance, providing users with a faster and unique search experience for finding their dream vehicles.\n\nSpeakers:\nManish Saraswat\n\nDescription:\nManish Saraswat, a Senior Data Scientist at mobile.de, emphasizes the importance of providing a seamless search experience for users looking for vehicles on their platform. By leveraging machine learning systems that work around the clock, the company ensures that search results are continuously optimized based on evolving user interests. Through techniques like learning to rank using XGBoost, Manish explains mobile.de's search relevance ranking framework, which handles millions of searches daily. The talk focuses on the company's commitment to enhancing user experience through efficient machine learning and Python applications. With millions of daily visitors searching for their ideal cars, the search engine plays a crucial role in connecting users with relevant sellers. Manish discusses various aspects, including the significance of search functionality, the benefits of learning to rank techniques, existing challenges with ranking models, proposed solutions, model deployment under strict latency constraints, AB test outcomes, key insights, and strategies for further improvement.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/sponsor\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 2702, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/LMMM7D/", + "url": "https://2024.pycon.de/program/LMMM7D/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/sponsor", + "url": "http://2024.pycon.de/program/categories/sponsor" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/cwDnYWcMJ1c/maxresdefault.jpg", + "title": "Better search relevance using Learning to Rank at mobile.de [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=cwDnYWcMJ1c" + } + ] +} diff --git a/pydata-berlin-2024/videos/beyond-deployment-exploring-machine-learning-inference-architectures-and-patterns.json b/pydata-berlin-2024/videos/beyond-deployment-exploring-machine-learning-inference-architectures-and-patterns.json new file mode 100644 index 000000000..b6ec148e2 --- /dev/null +++ b/pydata-berlin-2024/videos/beyond-deployment-exploring-machine-learning-inference-architectures-and-patterns.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/ZLDMGM/\n\n\ud83c\udf93 Watch as Tim Elfrink explores machine learning inference architectures and patterns, sharing insights on setting up robust systems for high-throughput predictions, offering practical strategies for MLOps on cloud platforms, and illustrating real-life examples from StepStone's production systems.\n\nSpeakers:\nTim Elfrink\n\nDescription:\nTim Elfrink, a Staff Machine Learning Engineer at Stepstone, delivered a comprehensive talk on machine learning inference architectures and patterns. The session focused on setting up robust and scalable ML systems for high-throughput real-time predictions and large user bases. Tim discussed various prediction methods including real-time, asynchronous, and batch processing, highlighting their pros and cons and the importance of selecting the right method for specific use cases. \n\nUsing examples from StepStone's production systems, he illustrated how to build systems capable of handling thousands of simultaneous requests with low-latency, reliable predictions. The talk emphasized the technical aspects of managing operations efficiently, providing real-life examples in an easily understandable format. Participants learned about different ML setups to improve inference speed, cost-efficiency, and reliability. \n\nThe presentation also addressed the key challenges of ML deployment and management, focusing on inference patterns for robust and scalable applications. Tim highlighted StepStone's infrastructure as a model for efficiently managing large workloads and complex models, such as large language models, to deliver fast, cost-effective, and dependable results. \n\nOverall, the talk offered valuable insights into ML inference patterns and effective MLOps strategies, showcasing practical implementation examples from StepStone's real-world applications.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-mlops-devops\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1815, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/ZLDMGM/", + "url": "https://2024.pycon.de/program/ZLDMGM/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-mlops-devops", + "url": "http://2024.pycon.de/program/categories/pycon-mlops-devops" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/_OW3ijN7Qc0/maxresdefault.jpg", + "title": "Beyond Deployment: Exploring Machine Learning Inference Architectures and Patterns", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=_OW3ijN7Qc0" + } + ] +} diff --git a/pydata-berlin-2024/videos/boost-your-app-to-flash-speed-by-mastering-performance-tricks-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/boost-your-app-to-flash-speed-by-mastering-performance-tricks-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..be72f7290 --- /dev/null +++ b/pydata-berlin-2024/videos/boost-your-app-to-flash-speed-by-mastering-performance-tricks-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/C9F9CC/\n\n\ud83c\udf93 Watch as Laysa Uchoa and Yuliia Barabash delve into the secrets of Python performance optimization and reveal how mastering bytecode instructions can elevate your app's speed to new heights!\n\nSpeakers:\nLaysa Uchoa, Yuliia Barabash\n\nDescription:\nAt the tech conference, Cloud Developer Laysa Uchoa and Cloud Engineer Yuliia Barabash will delve into the intricacies of enhancing app performance in Python. The session will cover computational operations, memory utilization, and the Python interpreter. Attendees will gain insights into bytecode instructions and how they can optimize code for better performance. The speakers will highlight the importance of understanding Python's inner workings for accelerating app speed. By showcasing performance metrics and comparing bytecode instructions, participants will learn practical strategies to boost their applications to Flash speed. This informative talk is tailored for those eager to deepen their understanding of Python and leverage its capabilities for efficient app development. Whether you're a seasoned developer or looking to enhance your Python skills, this session promises valuable insights into maximizing app performance.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-python-language-ecosystem\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1731, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem", + "url": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/C9F9CC/", + "url": "https://2024.pycon.de/program/C9F9CC/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/q4WICGF7pL0/maxresdefault.jpg", + "title": "Boost your app to Flash speed by mastering performance tricks [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=q4WICGF7pL0" + } + ] +} diff --git a/pydata-berlin-2024/videos/breaking-ai-boundaries-fairness-metrics-in-unstructured-data-domains.json b/pydata-berlin-2024/videos/breaking-ai-boundaries-fairness-metrics-in-unstructured-data-domains.json new file mode 100644 index 000000000..c2f5d4fc6 --- /dev/null +++ b/pydata-berlin-2024/videos/breaking-ai-boundaries-fairness-metrics-in-unstructured-data-domains.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/QLXUHY/\n\n\ud83c\udf93 Watch as Daniel Klitzke, a seasoned AI professional, delves into the importance and challenges of applying fairness metrics in unstructured data domains, offering practical solutions and introducing open-source tools for implementation.\n\nSpeakers:\nDaniel Klitzke\n\nDescription:\nDaniel Klitzke, a Full Stack Data Scientist, delivered a compelling talk on \"Breaking AI Boundaries: Fairness Metrics in Unstructured Data Domains.\" The presentation emphasized the importance of utilizing fairness metrics in domains like automotive engineering, where the indirect human impact of machine learning models is less apparent. Klitzke explored the necessity, benefits, and challenges of applying fairness-related techniques in such contexts, highlighting solutions to overcome identified obstacles. The talk focused on strategies for applying fairness metrics in unstructured data domains, such as image and audio recognition and large text document analysis. Klitzke addressed key issues like detecting subgroups in unstructured data and providing clear explanations for model failures. He also introduced practical solutions with open-source tools like Sliceguard and Spotlight, aiming to facilitate the effective implementation of fairness metrics in machine learning models. Overall, the talk provided valuable insights into expanding the application of fairness metrics in diverse engineering use cases, shedding light on the significance of considering fairness in AI development beyond traditional domains.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1721, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://2024.pycon.de/program/QLXUHY/", + "url": "https://2024.pycon.de/program/QLXUHY/" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/-nRjG9nF5S4/maxresdefault.jpg", + "title": "Breaking AI Boundaries: Fairness Metrics in Unstructured Data Domains", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=-nRjG9nF5S4" + } + ] +} diff --git a/pydata-berlin-2024/videos/bridging-the-gap-from-analytical-models-to-operational-success-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/bridging-the-gap-from-analytical-models-to-operational-success-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..b8763de52 --- /dev/null +++ b/pydata-berlin-2024/videos/bridging-the-gap-from-analytical-models-to-operational-success-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/XNY3HX/\n\n\ud83c\udf93 Watch as industry experts discuss bridging the gap between analytical models and operational success, sharing strategies to tackle challenges in deploying machine learning models and ensuring a smooth transition from analytics to production.\n\nSpeakers:\nIgnacio Vergara, Nick Harmening\n\nDescription:\nIgnacio Vergara and Nick Harmening, a Software Engineer at QuantCo who previously worked at BMW Group, presented a compelling talk on bridging the gap between analytical models and operational success when deploying machine learning models in production. They highlighted the challenges arising from differing objectives, technological constraints, business needs, and regulatory requirements.\n\nThe focus was on the handover process from analytics to production, emphasizing the complexities involved in tasks like model packaging, inference reproducibility, identifying deployable components, and executing deployment-related actions. The speakers shared insights on establishing contracts, interfaces, and responsibilities between modeling and production teams, as well as the crucial role of automation in ensuring a seamless transition of models for deployment.\n\nTheir experiences and strategies shed light on the importance of understanding the post-training phases for data scientists, providing operations specialists with tools to enhance success rates, and offering product owners a framework for driving alignment throughout the model deployment process. The talk aimed to spark engaging discussions among data scientists, operations specialists, and product owners for a more collaborative and efficient approach to deploying analytical models successfully.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/sponsor\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1651, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/XNY3HX/", + "url": "https://2024.pycon.de/program/XNY3HX/" + }, + { + "label": "http://2024.pycon.de/program/categories/sponsor", + "url": "http://2024.pycon.de/program/categories/sponsor" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/BSSxjcgCN8o/maxresdefault.jpg", + "title": "Bridging the Gap: From Analytical Models to Operational Success [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=BSSxjcgCN8o" + } + ] +} diff --git a/pydata-berlin-2024/videos/bridging-the-worlds-pixi-reimplements-pip-and-conda-in-rust-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/bridging-the-worlds-pixi-reimplements-pip-and-conda-in-rust-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..353f2b13e --- /dev/null +++ b/pydata-berlin-2024/videos/bridging-the-worlds-pixi-reimplements-pip-and-conda-in-rust-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/HSJGHH/\n\n\ud83c\udf93 Watch as Wolf Vollprecht, a conda-forge veteran, introduces Pixi - a modern package manager that seamlessly bridges the worlds of conda and pip in Rust, offering a new SAT solver and cross-platform compatibility.\n\nSpeakers:\nWolf Vollprecht, Ruben Arts\n\nDescription:\nWolf Vollprecht, CEO of prefix.dev, and Ruben Arts presented about Pixi, a modern package manager that combines conda and pip package management. Wolf, a conda-forge veteran, introduced the features of Pixi, such as the from-scratch SAT solver called resolvo and native lockfiles. Pixi, developed in Rust and as a single binary, provides a cross-platform task system with a simple syntax. They also discussed rip, a library for interoperability with PyPI packages, overcoming hurdles like lazy metadata fetching and resolving packages for different platforms. The talk highlighted the seamless integration of conda and PyPI in Pixi, showcasing benchmarks and emphasizing the value of the conda ecosystem. For more information, visit pixi.sh and prefix.dev.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1766, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/HSJGHH/", + "url": "https://2024.pycon.de/program/HSJGHH/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/sVc0PmeSUNk/maxresdefault.jpg", + "title": "Bridging the worlds: pixi reimplements pip and conda in Rust [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=sVc0PmeSUNk" + } + ] +} diff --git a/pydata-berlin-2024/videos/build-a-personalized-bitcoin-btc-virtual-assistant-in-python-with-hopsworks-and-llm-function-call.json b/pydata-berlin-2024/videos/build-a-personalized-bitcoin-btc-virtual-assistant-in-python-with-hopsworks-and-llm-function-call.json new file mode 100644 index 000000000..5e745e974 --- /dev/null +++ b/pydata-berlin-2024/videos/build-a-personalized-bitcoin-btc-virtual-assistant-in-python-with-hopsworks-and-llm-function-call.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/JRRET3/\n\n\ud83c\udf93 Watch as Javier de la R\u00faa Mart\u00ednez shows you how to create a personalized Bitcoin virtual assistant in Python using Hopsworks and LLM function calling, making tracking your investments easier and more efficient.\n\nSpeakers:\nJavier de la R\u00faa Mart\u00ednez\n\nDescription:\nJavier de la R\u00faa Mart\u00ednez, a Research Engineer at Hopsworks, delves into the creation of a personalized Bitcoin (BTC) virtual assistant in Python. The talk addresses the human desire for effortless wealth through cryptocurrencies like Bitcoin and Ethereum, despite their unpredictability. The virtual assistant aims to assist in analyzing transaction history, predicting future BTC prices, and evaluating the future value of holdings. Powered by LLMs and utilizing Function Calling, this assistant recognizes user intent from conversation history. The ML system, following the FTI pipeline architecture, will be constructed in Python on the Hopsworks platform, offering essential ML infrastructure like a feature store and model serving.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/sponsor\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1649, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/JRRET3/", + "url": "https://2024.pycon.de/program/JRRET3/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/sponsor", + "url": "http://2024.pycon.de/program/categories/sponsor" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/OyMoRMnh8bw/maxresdefault.jpg", + "title": "Build a personalized Bitcoin (BTC) virtual assistant in Python with Hopsworks and LLM function call\u2026", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=OyMoRMnh8bw" + } + ] +} diff --git a/pydata-berlin-2024/videos/build-an-ai-document-inquiry-chat-with-offline-llms-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/build-an-ai-document-inquiry-chat-with-offline-llms-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..78ca34246 --- /dev/null +++ b/pydata-berlin-2024/videos/build-an-ai-document-inquiry-chat-with-offline-llms-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/WPKRCT/\n\n\ud83c\udf93 Watch Pavithra Eswaramoorthy and Philip Meier guide you through creating a cutting-edge AI Document Inquiry Chat system using Retrieval-Augmented Generation (RAG) and large language models, transforming the way we interact with documents.\n\nSpeakers:\nPavithra Eswaramoorthy, Philip Meier\n\nDescription:\nPavithra Eswaramoorthy, a Developer Advocate at Quansight, and Philip Meier, a Senior Software Engineer at the same company, presented a tutorial on leveraging Retrieval-Augmented Generation (RAG) techniques in creating AI document inquiry chat systems. RAG enhances Large Language Models (LLMs) by providing relevant external information, significantly improving accuracy. The tutorial featured hands-on sessions utilizing the Ragna project, designed for this purpose, to build personal chat apps answering questions about selected documents.\n\nThe session highlighted the transformative potential of natural language questions in making organizational knowledge accessible. It emphasized the limitations of directly using powerful LLMs like GPT4 for document inquiry, making RAG crucial for enhancing their capabilities. Participants learned to utilize RAG to develop chat systems using various commercial and local LLMs, optimizing performance through experiments with context windows and more.\n\nThe tutorial included an introduction to RAG's interaction with LLMs and Ragna, creating basic chat functions using popular LLMs, optimizing chat performance, running local LLMs on GPUs, and exploring REST APIs for building web apps. By the end, attendees gained a practical understanding of RAG components and open-source tools to develop their document inquiry applications using beginner-friendly Python libraries.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 4985, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/WPKRCT/", + "url": "https://2024.pycon.de/program/WPKRCT/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision", + "url": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/MIzPl3hB1nI/maxresdefault.jpg", + "title": "Build an AI Document Inquiry Chat with Offline LLMs [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=MIzPl3hB1nI" + } + ] +} diff --git a/pydata-berlin-2024/videos/build-tiktok-s-personalized-real-time-recommendation-system-in-python-with-hopsworks.json b/pydata-berlin-2024/videos/build-tiktok-s-personalized-real-time-recommendation-system-in-python-with-hopsworks.json new file mode 100644 index 000000000..bc6296238 --- /dev/null +++ b/pydata-berlin-2024/videos/build-tiktok-s-personalized-real-time-recommendation-system-in-python-with-hopsworks.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/DPGRGW/\n\n\ud83c\udf93 Watch Jim Dowling, CEO of Hopsworks, build TikTok's personalized real-time recommendation system in Python, including a feature store, vector database, and model serving infrastructure, in this engaging tutorial!\n\nSpeakers:\nJim Dowling\n\nDescription:\nJim Dowling, the CEO of Hopsworks and an Associate Professor at KTH Royal Institute of Technology, guides the audience through building TikTok's personalized real-time recommendation system. The talk highlights the success of TikTok's Monolith recommendations engine, equated to \"digital crack\" by Andrej Karpathy, former head of AI at Tesla. The session focuses on constructing the core elements of TikTok Monolith, comprising a stream processing feature pipeline, a two-tower embedding model for tailored queries based on user history, and a user interface in Python using Streamlit. The real-time machine learning system comprises three Python programs: the feature pipeline, training pipeline, and online inference pipeline, all supported by Hopsworks platform's ML infrastructure, encompassing a feature store, vector database, model serving, and model registry. Attendees get hands-on experience developing these components and witnessing the system in action through a simple user interface.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 5101, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "https://2024.pycon.de/program/DPGRGW/", + "url": "https://2024.pycon.de/program/DPGRGW/" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/skZ1HcF7AsM/maxresdefault.jpg", + "title": "Build TikTok's Personalized Real-Time Recommendation System in Python with Hopsworks", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=skZ1HcF7AsM" + } + ] +} diff --git a/pydata-berlin-2024/videos/building-accessible-documentation-sites-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/building-accessible-documentation-sites-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..9e3695ef7 --- /dev/null +++ b/pydata-berlin-2024/videos/building-accessible-documentation-sites-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/7UYHYP/\n\n\ud83c\udf93 Watch Dr. Tania Allard discuss practical tools and strategies to make your project's documentation sites more accessible, inclusive, and user-friendly for all.\n\nSpeakers:\nDr. Tania Allard\n\nDescription:\nIn the engaging talk on \"Building Accessible Documentation Sites\", presented by Dr. Tania Allard, the Director of Quansight Labs and a well-known figure in the Python community, the importance of creating inclusive documentation is highlighted. Dr. Allard emphasizes the need for documentation sites to be up-to-date, well-organized, and accessible to a diverse range of users, including those with disabilities.\n\nThe talk addresses the fact that approximately 25% of the global population has some form of disability, underlining the necessity of ensuring that project documentation is accessible to all individuals, including disabled developers and end-users. Dr. Allard stresses that accessibility is not limited to front-end web development but encompasses all aspects of digital experiences, making it a collective responsibility for everyone involved in building projects, whether at the backend, documentation, CLI, or API levels.\n\nDrawing on her extensive experience in open-source accessibility, Dr. Allard shares practical advice, tools, and workflows to enhance the accessibility of documentation and user-facing resources. The talk covers various strategies, from auditing to remediation, aimed at making documentation sites more inclusive and user-friendly for disabled individuals. By implementing minor changes in workflows and practices, Dr. Allard demonstrates how project maintainers can significantly improve the accessibility of their documentation, even without in-depth accessibility knowledge.\n\nThe presentation is structured to provide a brief context setting, an introduction to accessibility principles applicable to documentation and user-facing resources, and practical strategies for auditing, remediating, and implementing\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-others\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1999, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/7UYHYP/", + "url": "https://2024.pycon.de/program/7UYHYP/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/general-others", + "url": "http://2024.pycon.de/program/categories/general-others" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/2voKwaCuhw4/maxresdefault.jpg", + "title": "Building accessible documentation sites [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=2voKwaCuhw4" + } + ] +} diff --git a/pydata-berlin-2024/videos/building-professional-voice-ai-with-vocode-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/building-professional-voice-ai-with-vocode-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..e2fe3c3ae --- /dev/null +++ b/pydata-berlin-2024/videos/building-professional-voice-ai-with-vocode-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/8W7RPP/\n\n\ud83c\udf93 Watch as Lev Konstantinovskiy explores the world of AI voice agents with Vocode, sharing insights on creating interactive, human-like assistants that adapt to the nuances of real conversations and showcase innovative features like real-time appointment booking.\n\nSpeakers:\nLev Konstantinovskiy\n\nDescription:\nLev Konstantinovskiy, Head of Engineering at the Berlin start-up Synthflow, shared insights on building professional voice AI using Vocode in a recent talk. Vocode is a leading framework that integrates speech-to-text, response generation, and speech synthesis APIs to create interactive AI assistants capable of engaging in nuanced human conversations. Lev discussed the challenges of teaching these agents proper conversation etiquette and showcased Vocode's LLM function-calling feature through a practical example of real-time appointment booking. The Vocode framework not only focuses on voice but also emphasizes creating a seamless and human-like experience for users. By leveraging external APIs and focusing on the subtleties of human conversation, Vocode enables the development of AI agents that are not just voices on a call but interactive entities capable of complex tasks with finesse. Lev's talk provided practical knowledge for refining AI voice agents and making them more engaging and efficient in various applications.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1490, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/8W7RPP/", + "url": "https://2024.pycon.de/program/8W7RPP/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision", + "url": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/RS0gn2beLlY/maxresdefault.jpg", + "title": "Building Professional Voice AI with Vocode [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=RS0gn2beLlY" + } + ] +} diff --git a/pydata-berlin-2024/videos/can-chatgpt-convince-you-to-get-a-covid19-vaccine-comparing-chatgpt-to-an-expert-system-which-on.json b/pydata-berlin-2024/videos/can-chatgpt-convince-you-to-get-a-covid19-vaccine-comparing-chatgpt-to-an-expert-system-which-on.json new file mode 100644 index 000000000..90e4201b1 --- /dev/null +++ b/pydata-berlin-2024/videos/can-chatgpt-convince-you-to-get-a-covid19-vaccine-comparing-chatgpt-to-an-expert-system-which-on.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/BJUQ9E/\n\n\ud83c\udf93 Watch as Dr. Lisa Andreevna Chalaguine compares the persuasive power of ChatGPT and expert systems in convincing individuals to get a COVID-19 vaccine, shedding light on the future of behavior change technologies.\n\nSpeakers:\nDr. Lisa Andreevna Chalaguine\n\nDescription:\nDr. Lisa Andreevna Chalaguine, a Freelance Educator and NLP Researcher, addressed the efficacy of chatbots in influencing behavior change, specifically focusing on vaccine hesitancy during the COVID-19 pandemic. Her study unveiled a Python-based chatbot created in 2021 that successfully shifted 20% of participants' stances towards vaccination. Comparing this chatbot to advanced natural language processing technologies like ChatGPT, the research aimed to determine which system was more persuasive. Chatbots, as dialogical argumentation systems, offer a scalable and cost-effective option for behavior change applications, especially pertinent during public health crises. By examining the effectiveness of different systems, decisions can be made on resource allocation and selecting the most suitable platform to combat misinformation and facilitate informed decision-making in behavior change contexts.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1861, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision", + "url": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision" + }, + { + "label": "https://2024.pycon.de/program/BJUQ9E/", + "url": "https://2024.pycon.de/program/BJUQ9E/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/iCvfpyej0ss/maxresdefault.jpg", + "title": "Can ChatGPT convince you to get a COVID19 vaccine? Comparing ChatGPT to an expert system - which on\u2026", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=iCvfpyej0ss" + } + ] +} diff --git a/pydata-berlin-2024/videos/climate-crisis-in-numbers-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/climate-crisis-in-numbers-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..22f0640e4 --- /dev/null +++ b/pydata-berlin-2024/videos/climate-crisis-in-numbers-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/GNK3PV/\n\n\ud83c\udf93 Watch Robert Meyer's enlightening video as he breaks down the Climate Crisis in Numbers, providing a data-driven guide to understanding the magnitude of human-made global warming and the urgent need for action.\n\nSpeakers:\nRobert Meyer\n\nDescription:\nRobert Meyer, CTO of alcemy, a Machine Learning startup focusing on decarbonizing the cement and concrete supply chain, sheds light on the pressing issue of climate change. Drawing on his background as a Data Scientist and Neuroscience researcher, Meyer presents a data-driven guide to understanding the magnitude of human-induced global warming. Through his work at alcemy, Meyer aims to combat climate change and its consequences. In his talk, he delves into key concepts such as CO2 Equivalence, emission sources, and the potential future outcomes of global warming. Meyer also provides a glimpse into the actions required to address this urgent challenge. The presentation offers an insightful perspective on the climate crisis, emphasizing the crucial role of data in tackling this global issue.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/sponsor\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1804, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/GNK3PV/", + "url": "https://2024.pycon.de/program/GNK3PV/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/sponsor", + "url": "http://2024.pycon.de/program/categories/sponsor" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/MdT4FpQ8grE/maxresdefault.jpg", + "title": "Climate Crisis in Numbers [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=MdT4FpQ8grE" + } + ] +} diff --git a/pydata-berlin-2024/videos/cloud-no-thanks-im-gonna-run-genai-on-my-ai-pc-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/cloud-no-thanks-im-gonna-run-genai-on-my-ai-pc-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..4d68f37ef --- /dev/null +++ b/pydata-berlin-2024/videos/cloud-no-thanks-im-gonna-run-genai-on-my-ai-pc-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/BNFLZB/\n\n\ud83c\udf93 Watch Adrian Boguszewski and Dmitriy Pastushenkov as they introduce the revolutionary AI PC that can run GenAI in seconds, not hours, challenging the dominance of cloud computing in the world of AI.\n\nSpeakers:\nAdrian Boguszewski, Dmitriy Pastushenkov\n\nDescription:\nAdrian Boguszewski, AI Software Evangelist at Intel, and Dmitriy Pastushenkov, AI PC Evangelist at Intel Germany, are set to revolutionize the AI landscape. Stepping away from cloud dominance, they champion the AI PC, a powerhouse unit integrating CPU, GPU, and NPU for lightning-fast GenAI processing. Emphasizing the OpenVINO Toolkit, they showcase how this software maximizes the AI PC's potential. By tapping into PCs and edge devices, they highlight the untapped computing power at our fingertips. Their demos, available on GitHub, unveil the versatility of AI PC for various AI models, ensuring both generative and conventional models excel. In a world shifting towards personalized computing power, Adrian and Dmitriy invite you to explore the vast possibilities of AI PCs and unleash your creativity.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-generative-ai\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1809, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/BNFLZB/", + "url": "https://2024.pycon.de/program/BNFLZB/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-generative-ai", + "url": "http://2024.pycon.de/program/categories/pydata-generative-ai" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/lE6CjjY60vw/maxresdefault.jpg", + "title": "Cloud? No Thanks! I\u2019m Gonna Run GenAI on My AI PC [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=lE6CjjY60vw" + } + ] +} diff --git a/pydata-berlin-2024/videos/community-conferences-under-the-hood-perspectives-and-best-practices-in-volunteer-organization.json b/pydata-berlin-2024/videos/community-conferences-under-the-hood-perspectives-and-best-practices-in-volunteer-organization.json new file mode 100644 index 000000000..4d8bade6c --- /dev/null +++ b/pydata-berlin-2024/videos/community-conferences-under-the-hood-perspectives-and-best-practices-in-volunteer-organization.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/PLJKUH/\n\n\ud83c\udf93 Watch the dynamic panel of seasoned community organizers share insights and best practices on volunteer organization to foster inclusion and diversity in tech communities.\n\nSpeakers:\nFlorian Wilhelm, Alexander CS Hendorf, Valentina Scipione, Lais Carvalho\n\nDescription:\nAt the upcoming community conference, Florian Wilhelm, Head of Data Science at inovex GmbH, Alexander CS Hendorf, Head of Data & AI at a boutique consultancy, Valentina Scipione, Software Engineering Manager at Planet, and La\u00eds Carvalho, Site Reliability Engineer at Workday Inc., will lead a session on volunteer organization's vital role in tech communities. \nThey will shed light on the challenges and successes of community organization, emphasizing authenticity, inclusion, and diversity. The panel, comprising seasoned community organizers, aims to inspire current and budding leaders in nurturing collaborative and diverse tech ecosystems. \nAttendees will gain insights and best practices from the speakers, who have extensive experience in building and maintaining inclusive communities. This interactive session is open to all individuals passionate about fostering a more inclusive tech environment. Join the panel to learn how to contribute to a vibrant and diverse Python community through effective volunteer organization, creating a supportive and progressive tech ecosystem.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 3907, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://2024.pycon.de/program/PLJKUH/", + "url": "https://2024.pycon.de/program/PLJKUH/" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else", + "url": "http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/WRhAUBwWEgU/maxresdefault.jpg", + "title": "Community Conferences under the Hood. Perspectives and Best Practices in Volunteer Organization", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=WRhAUBwWEgU" + } + ] +} diff --git a/pydata-berlin-2024/videos/connecting-batteries-with-python-towards-ev-charging-with-zero-emissions-at-zero-costs.json b/pydata-berlin-2024/videos/connecting-batteries-with-python-towards-ev-charging-with-zero-emissions-at-zero-costs.json new file mode 100644 index 000000000..cd84892aa --- /dev/null +++ b/pydata-berlin-2024/videos/connecting-batteries-with-python-towards-ev-charging-with-zero-emissions-at-zero-costs.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/K8AL9P/\n\n\ud83c\udf93 Watch how Python is revolutionizing the integration of EV batteries into the power grid and paving the way for a zero-emission future in the automotive and energy industries.\n\nSpeakers:\nChristopher Bock\n\nDescription:\nChristopher Bock, a team lead at The Mobility House, shared insights on using Python to connect batteries, contributing to a zero-emission, affordable future. The talk delved into integrating EV batteries into the power grid, facilitating renewable energy growth and grid stability. Python plays a vital role in various aspects at The Mobility House, aiding in rapid development, data comprehension, and bridging the gap between data scientists and coders. Bock highlighted the company's goal of merging automotive and energy sectors to enhance electric mobility accessibility and promote renewable energies. The presentation aimed to showcase Python's significance at The Mobility House, emphasizing its role in revolutionizing energy and mobility industries.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/sponsor\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1773, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/sponsor", + "url": "http://2024.pycon.de/program/categories/sponsor" + }, + { + "label": "https://2024.pycon.de/program/K8AL9P/", + "url": "https://2024.pycon.de/program/K8AL9P/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/81jNDVGtzvU/maxresdefault.jpg", + "title": "Connecting batteries with Python: Towards EV Charging with #zero emissions at #zero costs", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=81jNDVGtzvU" + } + ] +} diff --git a/pydata-berlin-2024/videos/content-recommendation-with-graphs-from-basic-walks-to-neural-networks.json b/pydata-berlin-2024/videos/content-recommendation-with-graphs-from-basic-walks-to-neural-networks.json new file mode 100644 index 000000000..63854a5ed --- /dev/null +++ b/pydata-berlin-2024/videos/content-recommendation-with-graphs-from-basic-walks-to-neural-networks.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/RD9SU8/\n\n\ud83c\udf93 Watch Dr. Mirza Klimenta's engaging talk on how graph algorithms are revolutionizing content recommendation, from basic walks to cutting-edge Graph Neural Networks.\n\nSpeakers:\nDr. Mirza Klimenta\n\nDescription:\nDr. Mirza Klimenta, a Senior Data Scientist known for his work in Recommender Systems, takes us on a journey of content recommendation using graph algorithms. Beginning with basic graph walks, the talk progresses to the advanced realm of Graph Neural Networks. Dr. Klimenta's expertise, honed through his work on the ARD Audiothek platform, sheds light on the power of graph embeddings in transforming recommender systems. The audience gains insights on when graph-based approaches excel in providing personalized recommendations, highlighting the innovative ways graphs enhance content recommendation strategies.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1741, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/RD9SU8/", + "url": "https://2024.pycon.de/program/RD9SU8/" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/IZi9LPAZjl8/maxresdefault.jpg", + "title": "Content Recommendation with Graphs: From Basic Walks to Neural Networks", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=IZi9LPAZjl8" + } + ] +} diff --git a/pydata-berlin-2024/videos/data-valuation-for-machine-learning-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/data-valuation-for-machine-learning-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..031ab3d5b --- /dev/null +++ b/pydata-berlin-2024/videos/data-valuation-for-machine-learning-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/WNHAG8/\n\n\ud83c\udf93 Watch as Miguel de Benito Delgado and Kristof Schr\u00f6der discuss the importance of data valuation techniques in machine learning and demonstrate how the open-source library pyDVL can enhance data quality and model performance effortlessly.\n\nSpeakers:\nMiguel de Benito Delgado, Kristof Schr\u00f6der\n\nDescription:\nIn a talk about data valuation for machine learning, Miguel de Benito Delgado, an applied researcher at the appliedAI Initiative, and Kristof Schr\u00f6der from the TransferLab team at appliedAI Institute discussed the significance of determining the value of training data points in machine learning models. The core idea of data-centric machine learning emphasizes the importance of enhancing data quality over model improvement, especially in scenarios with limited or costly data. They introduced the concept of data valuation as the process of assigning a value to each element in a training set based on its impact on the model's performance. By using the open-source library pyDVL, they showcased how to identify mislabeled or out-of-distribution samples efficiently. The talk highlighted the practical implications of data valuation in data engineering, model debugging, and development processes, emphasizing the relevance of focusing on valuable data points while eliminating less useful ones. The speakers also discussed the evolution of data valuation methods and recent advances in the field, addressing strategies for repairing or pruning corrupt data and optimizing data collection through techniques like active learning. pyDVL, a library designed for robust data valuation implementations, was presented as a valuable tool for detecting data pipeline issues and enhancing model performance in machine learning applications.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-data-handling-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1895, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/WNHAG8/", + "url": "https://2024.pycon.de/program/WNHAG8/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering", + "url": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/DRBxJ65C7jI/maxresdefault.jpg", + "title": "Data valuation for machine learning [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=DRBxJ65C7jI" + } + ] +} diff --git a/pydata-berlin-2024/videos/ddataflow-an-open-source-end-to-end-testing-framework-for-ml-pipelines.json b/pydata-berlin-2024/videos/ddataflow-an-open-source-end-to-end-testing-framework-for-ml-pipelines.json new file mode 100644 index 000000000..5edfcad2f --- /dev/null +++ b/pydata-berlin-2024/videos/ddataflow-an-open-source-end-to-end-testing-framework-for-ml-pipelines.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/8GQLLY/\n\n\ud83c\udf93 Watch as Theodore Meynard and Jean Machado introduce DDataflow, an open-source tool revolutionizing end-to-end testing in ML pipelines, offering insights into unit testing challenges, design philosophy, and practical strategies for enhancing efficiency and reliability.\n\nSpeakers:\nTheodore Meynard, Jean Machado\n\nDescription:\nTheodore Meynard and Jean Machado, both Data Science Managers at GetYourGuide, will present an innovative open-source tool called DDataflow. This tool aims to streamline end-to-end testing in machine learning pipelines using decentralized data sampling. The talk will highlight the challenges of unit testing in large-scale data pipelines and explain the principles behind DDataflow's design. Attendees will learn practical implementation strategies to improve the reliability and efficiency of their ML pipelines. DDataflow addresses the complexities of ML pipelines by enabling rapid experimentation and iteration, which are essential for success in this field. The tool employs decentralized data sampling to enhance testing processes, offering a more efficient alternative to traditional unit-testing approaches. This talk is a valuable resource for data scientists and developers looking to optimize their machine learning workflows with cutting-edge testing methodologies.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-mlops-devops\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1857, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-mlops-devops", + "url": "http://2024.pycon.de/program/categories/pycon-mlops-devops" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/8GQLLY/", + "url": "https://2024.pycon.de/program/8GQLLY/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/F01NrNN3zv4/maxresdefault.jpg", + "title": "DDataflow: An open-source end-to-end testing framework for ML pipelines", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=F01NrNN3zv4" + } + ] +} diff --git a/pydata-berlin-2024/videos/deploying-your-python-application-to-android-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/deploying-your-python-application-to-android-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..cd36e245e --- /dev/null +++ b/pydata-berlin-2024/videos/deploying-your-python-application-to-android-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/W7YDRX/\n\n\ud83c\udf93 Watch a comprehensive overview of deploying Python applications to Android, comparing popular GUI development frameworks like PySide6, Kivy, and Flet in creating a Contact List application.\n\nSpeakers:\nShyamnath Premnadh\n\nDescription:\nShyamnath Premnadh, a Senior Software Engineer at Qt for Python, sheds light on deploying Python applications to Android in a talk that introduces frameworks like PySide6, Kivy, and Flet. Despite Python never being the primary choice for Android development, recent developments, such as \u201cPEP 738: Adding Android as a supported platform,\u201d have made it a viable option. Shyamnath compares the three frameworks by showcasing a Contact List application, outlining their pros and cons to help developers choose the best fit for their needs. The talk covers the relevance of Android for Python developers, the current state of Android app development with Python, and specific demonstrations of developing the Contact List application using Kivy, PySide6, and Flet. Shyamnath also explores Python packages supported by each framework, providing a comprehensive overview for attendees to engage in a Q&A session for additional insights.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1428, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/W7YDRX/", + "url": "https://2024.pycon.de/program/W7YDRX/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/ntSsc6wHnJU/maxresdefault.jpg", + "title": "Deploying your Python application to Android [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=ntSsc6wHnJU" + } + ] +} diff --git a/pydata-berlin-2024/videos/django-loves-strawberries-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/django-loves-strawberries-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..76744a605 --- /dev/null +++ b/pydata-berlin-2024/videos/django-loves-strawberries-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/AT9HCG/\n\n\ud83c\udf93 Watch Arthur Bayr, a seasoned Full Stack Developer, unravel the seamless integration of GraphQL Strawberry and Django in a comprehensive workshop, empowering you to build robust and scalable applications with cutting-edge technologies.\n\nSpeakers:\nArthur Bayr\n\nDescription:\nArthur Bayr, a Full Stack Developer at sdox, with a wealth of experience in API architecture, performance, and security, invites participants to an immersive workshop exploring the integration of GraphQL Strawberry and Django. Throughout the sessions, attendees will master type definitions, queries, and mutations, harnessing the power of Starlette for efficient API development. The workshop commences with insights into creating robust schemas and defining custom types to meet project requirements, paving the way for a deeper dive into queries and mutations. By seamlessly integrating Django's ORM into Strawberry, participants will learn how to execute complex operations effortlessly. The addition of Starlette, a lightweight ASGI framework, enhances API development, boosting performance and flexibility. Through guided exercises and practical examples, participants will gain the confidence to implement GraphQL APIs using Strawberry and Django, unlocking the potential to build robust and scalable applications. By the workshop's end, attendees will have a comprehensive understanding of creating GraphQL schemas, executing queries and mutations seamlessly within Django applications, and leveraging Starlette for efficient API development alongside Django. Whether you are experienced in these technologies or new to them, this workshop promises to equip you with the skills needed to succeed in your projects by harnessing the combined power of GraphQL Strawberry and Django.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-django-web\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 5503, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-django-web", + "url": "http://2024.pycon.de/program/categories/pycon-django-web" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/AT9HCG/", + "url": "https://2024.pycon.de/program/AT9HCG/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/EQwF5xUi4Oc/maxresdefault.jpg", + "title": "Django loves strawberries [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=EQwF5xUi4Oc" + } + ] +} diff --git a/pydata-berlin-2024/videos/documenting-r-d-progress-using-jupyter-book-and-feel-safe-for-the-next-performance-audit.json b/pydata-berlin-2024/videos/documenting-r-d-progress-using-jupyter-book-and-feel-safe-for-the-next-performance-audit.json new file mode 100644 index 000000000..09697093d --- /dev/null +++ b/pydata-berlin-2024/videos/documenting-r-d-progress-using-jupyter-book-and-feel-safe-for-the-next-performance-audit.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/YYKJMP/\n\n\ud83c\udf93 Watch how Rosenxt uses jupyter-book to document R&D progress and ensure readiness for the next performance audit in their innovative ventures.\n\nSpeakers:\nJens Nie\n\nDescription:\nJens Nie, a physicist from a leading service company in the oil and gas industry, now focusing on embedded device development at Rosenxt, will discuss the importance of documenting R&D progress. Rosenxt, a newly established company, emphasizes the need to document every step of the research process due to the impending performance audit. Nie highlights the company's dedication to applying decades of experience to future challenges in various sectors.\n\nDespite the enthusiasm for exploring new ideas swiftly, Nie stresses the significance of complying with business regulations and preparing for performance evaluations. Rosenxt employs a jupyter-book based workflow, utilizing Jupyter Notebook for data analysis, markdown for documentation, and a structured file system to create comprehensive progress reports.\n\nDuring the talk, Nie will delve into the workflow using a water pressure sensor evaluation as an example, showcasing how Rosenxt efficiently documents their development journey to ensure transparency and accountability during audits.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/sponsor\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1581, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/sponsor", + "url": "http://2024.pycon.de/program/categories/sponsor" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "https://2024.pycon.de/program/YYKJMP/", + "url": "https://2024.pycon.de/program/YYKJMP/" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/lxXlJ-ZPxrI/maxresdefault.jpg", + "title": "Documenting R&D Progress using jupyter-book - and feel safe for the next performance audit", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=lxXlJ-ZPxrI" + } + ] +} diff --git a/pydata-berlin-2024/videos/encoding-charactersets-may-the-force-be-with-you-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/encoding-charactersets-may-the-force-be-with-you-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..668156b50 --- /dev/null +++ b/pydata-berlin-2024/videos/encoding-charactersets-may-the-force-be-with-you-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/RRAZ99/\n\n\ud83c\udf93 Watch as Martin Hoermann delves into the intricate world of character encoding, unraveling the mysteries behind garbled text and providing practical solutions using Python.\n\nSpeakers:\nMartin Hoermann\n\nDescription:\nMartin Hoermann, Bereichsleiter Ausbildung at ORDIX AG, with over 25 years of experience in database and programming consultancy, sheds light on the persistent challenge of garbled text in IT projects despite Unicode. The talk focuses on using Python to analyze and rectify encoding issues by distinguishing between graphemes and codepoints, understanding Unicode versus UTF-8, and efficiently decoding and encoding various data sources like files, database results, and REST-API calls. Additionally, practical insights are shared on leveraging the unicodedata module and addressing ISO charset complexities in the Unicode landscape. Attendees will benefit from real-world examples illustrating effective solutions to tackle encoding dilemmas.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-python-language-ecosystem\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1315, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem", + "url": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/RRAZ99/", + "url": "https://2024.pycon.de/program/RRAZ99/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/XR5rmoDa-rc/maxresdefault.jpg", + "title": "Encoding Charactersets - may the force be with you [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=XR5rmoDa-rc" + } + ] +} diff --git a/pydata-berlin-2024/videos/enhance-your-balcony-power-plant-with-python-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/enhance-your-balcony-power-plant-with-python-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..c5ff67778 --- /dev/null +++ b/pydata-berlin-2024/videos/enhance-your-balcony-power-plant-with-python-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/TCSERC/\n\n\ud83c\udf93 Watch as Jannis L\u00fcbbe discusses how to enhance your balcony power plant with Python, covering the basics of plug-in solar systems, energy consumption, and optimizing power output for sustainability.\n\nSpeakers:\nJannis L\u00fcbbe\n\nDescription:\nJannis L\u00fcbbe, Sensor Developer at ROSEN Group, shared insights on enhancing balcony power plants using Python. As plug-in solar systems gain popularity, the talk focused on understanding household energy consumption and optimizing power output. L\u00fcbbe highlighted the simplicity of installing balcony power plants without requiring an electrician. By utilizing devices like WiFi plugs from Shelly and myStrom with REST APIs, power consumption can be measured. Power production, ideally monitored using OpenDTU with compatible microinverters, can also be achieved using WiFi plugs. Recorded values are then published to Redis for observation via WebSockets and FastAPI. L\u00fcbbe emphasized the potential for pushing these values to a public server managed by FastAPI and Redis, with access control through social logins like Google or GitHub.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-infrastructure-hardware-cloud\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1807, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/TCSERC/", + "url": "https://2024.pycon.de/program/TCSERC/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/general-infrastructure-hardware-cloud", + "url": "http://2024.pycon.de/program/categories/general-infrastructure-hardware-cloud" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/5CiDAmKi-k4/maxresdefault.jpg", + "title": "Enhance your balcony power plant with Python [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=5CiDAmKi-k4" + } + ] +} diff --git a/pydata-berlin-2024/videos/exploring-zarr-from-fundamentals-to-version-3-0-and-beyond-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/exploring-zarr-from-fundamentals-to-version-3-0-and-beyond-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..0f0631ee8 --- /dev/null +++ b/pydata-berlin-2024/videos/exploring-zarr-from-fundamentals-to-version-3-0-and-beyond-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/93MHQ3/\n\n\ud83c\udf93 Watch as Sanket Verma delves into the evolution of the Zarr data format, exploring the latest Version 3.0 and beyond, revealing critical design updates and performance improvements for scalable, persistent storage of large datasets.\n\nSpeakers:\nSanket Verma\n\nDescription:\nSanket Verma, Community Manager at Zarr, presents a systematic exploration of the Zarr Specification Version 3, discussing critical design updates and performance enhancements. Zarr, a data format for storing compressed N-dimensional arrays, offers scalable and persistent storage for large datasets. The talk covers the evolution of Zarr, including the Zarr Enhancement Process and its adoption in the scientific community. The audience will gain insights into Zarr basics, the new features of Zarr Specification V3, and hands-on experience in creating Zarr arrays using Zarr-Python V3.0. The talk targets individuals working with substantial data volumes seeking a transparent, open-source, cloud-optimized, and eco-friendly format, with an intermediate level of Python and NumPy knowledge recommended. Attendees will leave understanding the benefits of Zarr V3 for both local and cloud storage, the importance of project processes, and insights into OSS project maturation.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-data-handling-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1804, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/93MHQ3/", + "url": "https://2024.pycon.de/program/93MHQ3/" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering", + "url": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/05uyjOP_8OU/maxresdefault.jpg", + "title": "Exploring Zarr: From Fundamentals to Version 3.0 and Beyond [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=05uyjOP_8OU" + } + ] +} diff --git a/pydata-berlin-2024/videos/flixbus-citysnap-how-we-use-genai-and-not-only-to-collect-captivating-images-for-cities-and-confir.json b/pydata-berlin-2024/videos/flixbus-citysnap-how-we-use-genai-and-not-only-to-collect-captivating-images-for-cities-and-confir.json new file mode 100644 index 000000000..99cf5cfbc --- /dev/null +++ b/pydata-berlin-2024/videos/flixbus-citysnap-how-we-use-genai-and-not-only-to-collect-captivating-images-for-cities-and-confir.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/ECCJAG/\n\n\ud83c\udf93 Watch FlixBus CitySnap: Explore how cutting-edge GenAI transforms city photo collection into a captivating and automated process, revolutionizing travel e-commerce.\n\nSpeakers:\nAndrei Chernov\n\nDescription:\nAndrei Chernov, a Data Scientist at FlixBus, presented an innovative approach used by Flix to collect captivating images for thousands of cities efficiently. By leveraging GenAI, specifically ChatGPT for tailored prompts and image retrieval and DALL-E 3 for location verification, they have automated the process. The pipeline involves querying free stock image services, using landmarks to ensure images represent cities accurately, and adjusting resolutions for diverse platforms. This cost-efficient approach has enabled Flix to enhance customer experience with inspiring city photos for their extensive bus network. The talk outlined the three main steps of their pipeline, sharing insights on challenges faced, results achieved across various countries, and the potential future improvements with upcoming cutting-edge models. This illustrates how GenAI can be utilized beyond creative tasks to analyze and filter publicly available information for businesses efficiently.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1797, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision", + "url": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision" + }, + { + "label": "https://2024.pycon.de/program/ECCJAG/", + "url": "https://2024.pycon.de/program/ECCJAG/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/BYbCihB3kLI/maxresdefault.jpg", + "title": "FlixBus CitySnap: How we use GenAI and not only to collect captivating images for cities and confir\u2026", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=BYbCihB3kLI" + } + ] +} diff --git a/pydata-berlin-2024/videos/from-idea-to-production-in-a-day-leveraging-azure-ml-and-streamlit-to-build-and-user-test-machine.json b/pydata-berlin-2024/videos/from-idea-to-production-in-a-day-leveraging-azure-ml-and-streamlit-to-build-and-user-test-machine.json new file mode 100644 index 000000000..a2acfaf0f --- /dev/null +++ b/pydata-berlin-2024/videos/from-idea-to-production-in-a-day-leveraging-azure-ml-and-streamlit-to-build-and-user-test-machine.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/GVTJW8/\n\n\ud83c\udf93 Watch how to rapidly prototype a computer vision application and user test machine learning ideas in just one day using Azure ML and Streamlit, gaining practical insights and Python code snippets for your own projects.\n\nSpeakers:\nFlorian Roscheck\n\nDescription:\nFlorian Roscheck, a Senior Data Scientist at Henkel, shared insights on how to swiftly move from idea to production in a day using Azure ML and Streamlit. In his talk, Florian emphasized the significance of experimentation and user testing in driving innovation. Drawing from his experience in corporate hackathons, he highlighted the challenges faced by data science teams in deploying user-facing machine learning solutions quickly.\n\nFlorian showcased a practical approach to leverage Azure Machine Learning, automated machine learning, and Streamlit for rapid prototyping. He demonstrated building a computer vision system for identifying trash in images using the TACO dataset. By employing Azure ML to evaluate the model and ONNX for model deployment, he illustrated how Streamlit can be used to create an interactive application for users to upload images and perform trash identification.\n\nBy sharing code snippets and technical know-how, Florian aimed to empower fellow data scientists to expedite their development process, fostering quicker experimentation and innovation in product development. The methodology presented in his talk allows for the swift integration of machine learning into core product offerings, showcasing the potential for rapid progress in the data science domain.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1626, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/GVTJW8/", + "url": "https://2024.pycon.de/program/GVTJW8/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/56LFY0bVm4A/maxresdefault.jpg", + "title": "From idea to production in a day: Leveraging Azure ML and Streamlit to build and user test machine \u2026", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=56LFY0bVm4A" + } + ] +} diff --git a/pydata-berlin-2024/videos/functional-python-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/functional-python-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..4f060467c --- /dev/null +++ b/pydata-berlin-2024/videos/functional-python-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/PKJHBA/\n\n\ud83c\udf93 Watch as Mike M\u00fcller introduces the world of functional programming in Python, showing intermediate programmers how to enhance their program design and problem-solving skills with functional features.\n\nSpeakers:\nMike M\u00fcller\n\nDescription:\nMike M\u00fcller, CEO and Trainer, with over two decades of Python experience, will lead a practical tutorial on Functional Python programming. The session, tailored for intermediate programmers, will explore functional programming features in Python to enhance program design. By focusing on Python\u2019s functional aspects such as pure functions, callables, and iterators, participants will gain valuable insights into alternative problem-solving approaches and broaden their programming skills. The hands-on format, utilizing JupyterLab, offers a comprehensive learning experience with detailed scripts for reference. The session covers key topics like using map, filter, reduce functions, comprehensions, and external tools like itertools. Join Mike M\u00fcller to optimize your Python programs through functional programming techniques.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 5300, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "https://2024.pycon.de/program/PKJHBA/", + "url": "https://2024.pycon.de/program/PKJHBA/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/Xhexo03nYko/maxresdefault.jpg", + "title": "Functional Python [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=Xhexo03nYko" + } + ] +} diff --git a/pydata-berlin-2024/videos/going-beyond-parquet-s-default-settings-be-surprised-what-you-can-get.json b/pydata-berlin-2024/videos/going-beyond-parquet-s-default-settings-be-surprised-what-you-can-get.json new file mode 100644 index 000000000..10b4b40fd --- /dev/null +++ b/pydata-berlin-2024/videos/going-beyond-parquet-s-default-settings-be-surprised-what-you-can-get.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/SQUNWS/\n\n\ud83c\udf93 Watch as Uwe L. Korn, CTO of QuantCo, delves into the core structure of Apache Parquet and reveals how tweaking its settings can unlock its full potential for efficient data management in machine learning workflows.\n\nSpeakers:\nUwe L. Korn\n\nDescription:\nUwe L. Korn, CTO at QuantCo, a data science company, is an expert in scalable architectures for machine learning services. He is a core committer to projects like Apache Parquet. In his talk, Uwe delves into maximizing the capabilities of Parquet beyond default settings. He highlights how Parquet has become the go-to format for tabular data storage, thanks to its compression and data structure efficiency. By tweaking the knobs and understanding the structure, users can greatly enhance performance and file size. The talk emphasizes leveraging Parquet's features for better performance, smaller files, and partial reading options, benefitting daily workflows. Overall, this session offers valuable insights for users familiar with tabular data.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-data-handling-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1832, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/SQUNWS/", + "url": "https://2024.pycon.de/program/SQUNWS/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering", + "url": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/GkBDqTrV0hg/maxresdefault.jpg", + "title": "Going beyond Parquet's default settings \u2013 be surprised what you can get", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=GkBDqTrV0hg" + } + ] +} diff --git a/pydata-berlin-2024/videos/green-software-engineering-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/green-software-engineering-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..ab0f88fe2 --- /dev/null +++ b/pydata-berlin-2024/videos/green-software-engineering-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/Z3FALV/\n\n\ud83c\udf93 Watch Farah, a passionate Software Engineer, explain how green software engineering can help in environment sustainability and how to incorporate it into everyday life to protect our planet.\n\nSpeakers:\nFarah\n\nDescription:\nFarah, a Software Engineer at Smartmicro Braunschweig, delivered an insightful talk on Green Software Engineering, emphasizing the pivotal role technology plays in achieving environmental sustainability. Highlighting the pressing issue of global warming, Farah shed light on how software engineering can contribute to alleviating environmental concerns without compromising economic benefits. By integrating green practices throughout the software development cycle - from requirement engineering to end product usage - Farah emphasized the importance of maximizing efficiency and reducing carbon footprints in the digital age. Discussing topics such as Green Requirement Engineering, Architecture and Design, Coding, and Infrastructure Optimization, she provided practical solutions for implementing green software practices. Encouraging the audience to choose coding languages wisely, optimize infrastructure usage, and adopt green computing habits, Farah inspired a shift towards more sustainable software development methods. By the end of the talk, attendees were equipped with actionable steps to incorporate green computing concepts into their daily routines, fostering a more environmentally conscious approach to technology.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1706, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "https://2024.pycon.de/program/Z3FALV/", + "url": "https://2024.pycon.de/program/Z3FALV/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/vTIkZwrrIwM/maxresdefault.jpg", + "title": "Green Software Engineering [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=vTIkZwrrIwM" + } + ] +} diff --git a/pydata-berlin-2024/videos/haystack-2-0-the-story-of-a-rewrite-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/haystack-2-0-the-story-of-a-rewrite-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..28898d685 --- /dev/null +++ b/pydata-berlin-2024/videos/haystack-2-0-the-story-of-a-rewrite-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/GLXJPC/\n\n\ud83c\udf93 Watch the fascinating journey of the major re-architecture of Haystack 2.0 and discover how modern LLM frameworks can revolutionize your projects.\n\nSpeakers:\nSilvano Cerza\n\nDescription:\nSilvano Cerza, a Senior Software Engineer at deepset, shared the intriguing tale of rewriting Haystack, a free open-source Python LLM framework, in his talk. The decision to revamp the software in 2023 was not taken lightly, considering potential community disruption with breaking changes. By engaging early on with the open-source community and key companies, the team ensured a more adaptable foundation for the future. Silvano highlighted the importance of flexibility and composability in adapting to the evolving LLM landscape. The talk unveiled the enhancements in Haystack 2.0 and offered a glimpse into the roadmap ahead. Attendees gained insights into leveraging modern LLM frameworks to address user needs and long-term community building. The talk underscored Haystack's standout features in modularity and user-friendliness, setting it apart from other libraries. Demos provided a practical understanding of integrating Haystack into diverse projects, sparking innovative ideas for implementation.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/sponsor\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1631, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/GLXJPC/", + "url": "https://2024.pycon.de/program/GLXJPC/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/sponsor", + "url": "http://2024.pycon.de/program/categories/sponsor" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/0CNSvGlMNSo/maxresdefault.jpg", + "title": "Haystack 2.0: the story of a rewrite [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=0CNSvGlMNSo" + } + ] +} diff --git a/pydata-berlin-2024/videos/high-performance-data-visualization-for-the-web-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/high-performance-data-visualization-for-the-web-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..29fe73918 --- /dev/null +++ b/pydata-berlin-2024/videos/high-performance-data-visualization-for-the-web-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/9JEZ8E/\n\n\ud83c\udf93 Watch as Tim Paine showcases how to create high-performance data visualization websites using Perspective, ideal for handling large and streaming datasets with ease.\n\nSpeakers:\nTim Paine\n\nDescription:\nTim Paine, Quantitative Developer at Cubist Systematic Strategies and Associate in Computer Science at Columbia University, delivered a talk on \"High Performance Data Visualization for the Web.\" Paine focused on using Perspective, an open-source analytics and data visualization component ideal for large and streaming datasets. Perspective, written in C++ and Rust with bindings to Python and WebAssembly, offers various visualization plugins like datagrids and charts. Moreover, it includes a Jupyter widget for quick iteration towards production websites. The talk highlighted the scarcity of tools within the Python ecosystem capable of handling substantial streaming data and live aggregations, filtering, and sorting. Paine demonstrated setting up a website using Perspective, starting with static data on a FastAPI-based platform, showcasing pivotal features such as sorting, filtering, and cross-filtering. The audience learned how to integrate Perspective into their applications for static and streaming data, ranging from high-performance datagrids to interconnected visualization components.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-visualisation-jupyter\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1758, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-visualisation-jupyter", + "url": "http://2024.pycon.de/program/categories/pydata-visualisation-jupyter" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/9JEZ8E/", + "url": "https://2024.pycon.de/program/9JEZ8E/" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/v5Y5ftlGNhU/maxresdefault.jpg", + "title": "High Performance Data Visualization for the Web [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=v5Y5ftlGNhU" + } + ] +} diff --git a/pydata-berlin-2024/videos/how-python-helped-us-uncover-secrets-of-protein-motion-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/how-python-helped-us-uncover-secrets-of-protein-motion-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..3b1c2731c --- /dev/null +++ b/pydata-berlin-2024/videos/how-python-helped-us-uncover-secrets-of-protein-motion-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/TMF8V7/\n\n\ud83c\udf93 Watch how Python was pivotal in revealing the intricate secrets of protein motion, offering a groundbreaking new approach to understanding the dynamic world of living beings.\n\nSpeakers:\nZoran \u0160tefani\u0107, Boris Gomaz\n\nDescription:\nDr. Zoran \u0160tefani\u0107, the Senior Research Associate and Head of Laboratory for Chemical and Biological Crystallography at the Ru\u0111er Bo\u0161kovi\u0107 Institute, along with Boris Gomaz, an Assistant doctoral student, presented a scientific project focusing on understanding protein motion. The project utilized Python tools extensively to analyze molecular dynamics simulations and extract meaningful data. By employing Django, Pandas, Numpy, Scipy, Dask, and other Python libraries, they developed an innovative approach to visualize protein movement and communication. The project, named \"Allosteric communication pathways in oligomeric enzymes,\" showcased the power of Python in processing large datasets generated by molecular dynamics simulations. Through the interactive web app created using Django, they demonstrated how Python tools can enhance the understanding of proteins and their functions, providing a new perspective on complex biological data. The presentation highlighted the crucial role of Python in unraveling the secrets of protein motion, contributing to advancements in structural biology and molecular dynamics research.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-industry-academia-use-cases\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1822, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://2024.pycon.de/program/TMF8V7/", + "url": "https://2024.pycon.de/program/TMF8V7/" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/general-industry-academia-use-cases", + "url": "http://2024.pycon.de/program/categories/general-industry-academia-use-cases" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/2z66DLkue9c/maxresdefault.jpg", + "title": "How Python helped us uncover secrets of protein motion [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=2z66DLkue9c" + } + ] +} diff --git a/pydata-berlin-2024/videos/how-to-do-monolingual-multilingual-and-cross-lingual-text-classification-in-april-2024.json b/pydata-berlin-2024/videos/how-to-do-monolingual-multilingual-and-cross-lingual-text-classification-in-april-2024.json new file mode 100644 index 000000000..eff2e2729 --- /dev/null +++ b/pydata-berlin-2024/videos/how-to-do-monolingual-multilingual-and-cross-lingual-text-classification-in-april-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/RLCLBB/\n\n\ud83c\udf93 Watch Daryna Dementieva's insightful presentation on navigating the complexities of monolingual, multilingual, and cross-lingual text classification to discover the best approaches based on language and data availability in the field of NLP.\n\nSpeakers:\nDaryna Dementieva\n\nDescription:\nDaryna Dementieva, a postdoctoral researcher at the Technical University of Munich, delves into the world of monolingual, multilingual, and cross-lingual text classification in her upcoming talk. In 2023, the NLP field was abuzz with the emergence of powerful language models. Dementieva aims to address key questions surrounding the usability of these models for text processing tasks. She will explore whether it is more effective to fine-tune existing models or develop bespoke ones for specific languages and data availability. The presentation will offer insights into obtaining optimal text classifiers for languages like English and Ukrainian, with a focus on toxic speech, formal speech, and fluent speech detection tasks. Dementieva will compare closed- and open-source models, including BERT and RoBERTa, shedding light on the best approaches for different language contexts.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1811, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/RLCLBB/", + "url": "https://2024.pycon.de/program/RLCLBB/" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision", + "url": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/yFE8N7-uZL8/maxresdefault.jpg", + "title": "How to Do Monolingual, Multilingual, and Cross-lingual Text Classification in April, 2024", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=yFE8N7-uZL8" + } + ] +} diff --git a/pydata-berlin-2024/videos/how-to-embrace-your-leadership-role-as-a-data-nerd-or-other-creative-types.json b/pydata-berlin-2024/videos/how-to-embrace-your-leadership-role-as-a-data-nerd-or-other-creative-types.json new file mode 100644 index 000000000..4435553ee --- /dev/null +++ b/pydata-berlin-2024/videos/how-to-embrace-your-leadership-role-as-a-data-nerd-or-other-creative-types.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/TU9EUQ/\n\n\ud83c\udf93 Watch Paula Gonzalez Avalos, Head of AI Academy, share her insightful journey and valuable tips on embracing and thriving in a leadership role as a data nerd or creative professional.\n\nSpeakers:\nPaula Gonzalez Avalos\n\nDescription:\nPaula Gonzalez Avalos, Head of AI Academy at the appliedAI institute gGmbH, delves into the challenges creative individuals face when transitioning from hands-on roles to leadership positions. In her talk, she acknowledges the shift from doing tasks personally to overseeing a team can be daunting. She shares insights from her journey into management and how she found fulfillment in leadership responsibilities. Paula highlights the struggle of balancing managerial duties with the desire for hands-on work and provides practical tips for embracing and excelling in a leadership role as a data professional, coder, or coach. Through her experience and advice, she empowers creative minds to thrive in management positions, navigating the complexities while continuing to find satisfaction in their work.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1758, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else", + "url": "http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/TU9EUQ/", + "url": "https://2024.pycon.de/program/TU9EUQ/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/iQ3bDVmIR6A/maxresdefault.jpg", + "title": "How to embrace your Leadership role as a Data Nerd (or other creative types)", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=iQ3bDVmIR6A" + } + ] +} diff --git a/pydata-berlin-2024/videos/how-to-improve-the-python-development-experience-for-millions-of-ubuntu-users.json b/pydata-berlin-2024/videos/how-to-improve-the-python-development-experience-for-millions-of-ubuntu-users.json new file mode 100644 index 000000000..0961ec52b --- /dev/null +++ b/pydata-berlin-2024/videos/how-to-improve-the-python-development-experience-for-millions-of-ubuntu-users.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/DKL7YQ/\n\n\ud83c\udf93 Watch as J\u00fcrgen Gmach dives deep into the world of updating Python versions on Ubuntu, offering insights into common options and potential improvements for a smoother development experience.\n\nSpeakers:\nJ\u00fcrgen Gmach\n\nDescription:\nJ\u00fcrgen Gmach, a Senior Software Engineer at Canonical, delivered a talk on \"How to Improve the Python Development Experience for Millions of Ubuntu Users.\" Gmach, who is passionate about Python and Linux, discussed the challenges users face when trying to install or upgrade Python versions on Ubuntu. He highlighted common options such as pyenv, deadsnakes, mamba/conda, and manual compilation of Python. The talk aimed to provide a comprehensive understanding of these options and their suitability for different needs. Gmach emphasized the lack of a straightforward method like 'apt install python-version' and the risks associated with outdated tutorials that could potentially break the Ubuntu installation. The talk not only compared different installation methods but also empowered users to evaluate new and existing tools independently. Additionally, Gmach offered insights into future tools and suggested improvements that Ubuntu could make to simplify the Python development experience for all users.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-python-language-ecosystem\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1590, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem", + "url": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/DKL7YQ/", + "url": "https://2024.pycon.de/program/DKL7YQ/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/WueCxRoMQ_I/maxresdefault.jpg", + "title": "How to Improve the Python Development Experience for Millions of Ubuntu Users", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=WueCxRoMQ_I" + } + ] +} diff --git a/pydata-berlin-2024/videos/i-achieved-peak-performance-in-python-here-s-how-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/i-achieved-peak-performance-in-python-here-s-how-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..2d683f696 --- /dev/null +++ b/pydata-berlin-2024/videos/i-achieved-peak-performance-in-python-here-s-how-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/RKDSK7/\n\n\ud83c\udf93 Watch Dishant Sethi as he reveals the secrets to achieving peak performance in Python and optimizing your code for speed and efficiency.\n\nSpeakers:\nDishant Sethi\n\nDescription:\nDishant Sethi, Founder at prodinit.com, a software consultancy, shared insights on optimizing Python code for peak performance. The talk focused on techniques to enhance speed and reduce resource consumption, emphasizing memory efficiency. Key points included optimizing functional execution, rigorous testing, and performance enhancement. Common bottlenecks like inefficient coding practices, memory leaks, and suboptimal algorithms were discussed. Strategies for profiling code and achieving peak performance in data-driven applications were also explored, such as efficient DataFrame storage and looping techniques. Attendees gained valuable insights regardless of their experience level, with practical takeaways to improve Python code efficiency. By understanding the principles behind efficient Python coding, developers can enhance their optimization skills.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1501, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://2024.pycon.de/program/RKDSK7/", + "url": "https://2024.pycon.de/program/RKDSK7/" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/wMnU_tR5-84/maxresdefault.jpg", + "title": "I achieved peak performance in python, here's how ... [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=wMnU_tR5-84" + } + ] +} diff --git a/pydata-berlin-2024/videos/improve-llm-based-applications-with-fallback-mechanisms-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/improve-llm-based-applications-with-fallback-mechanisms-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..1efde56bc --- /dev/null +++ b/pydata-berlin-2024/videos/improve-llm-based-applications-with-fallback-mechanisms-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/QCNXLW/\n\n\ud83c\udf93 Watch as Bilge Y\u00fccel demonstrates how to enhance LLM-based applications with fallback mechanisms, ensuring seamless handling of out-of-domain queries and improving user experience without human intervention.\n\nSpeakers:\nBilge Y\u00fccel\n\nDescription:\nBilge Y\u00fccel, a Developer Advocate at deepset, specializing in the Haystack LLM framework, sheds light on enhancing LLM-based applications with fallback mechanisms. Despite the advancements brought by the Retrieval Augmented Generation (RAG) approach in addressing LLM challenges, issues like out-of-domain queries persist. Bilge emphasizes the importance of fallback mechanisms, like web searches and alternative data sources, in ensuring smooth system operation. The session explores various fallback techniques and practical implementations using Haystack, empowering developers to build robust LLM systems for diverse scenarios autonomously. Attendees will grasp how to select suitable fallback methods, enabling the development of reliable LLM applications effectively.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-generative-ai\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1710, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "https://2024.pycon.de/program/QCNXLW/", + "url": "https://2024.pycon.de/program/QCNXLW/" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-generative-ai", + "url": "http://2024.pycon.de/program/categories/pydata-generative-ai" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/3A9fDBrklP4/maxresdefault.jpg", + "title": "Improve LLM-based Applications with Fallback Mechanisms [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=3A9fDBrklP4" + } + ] +} diff --git a/pydata-berlin-2024/videos/is-genai-all-you-need-to-classify-text-some-learnings-from-the-trenches.json b/pydata-berlin-2024/videos/is-genai-all-you-need-to-classify-text-some-learnings-from-the-trenches.json new file mode 100644 index 000000000..b7c1fea89 --- /dev/null +++ b/pydata-berlin-2024/videos/is-genai-all-you-need-to-classify-text-some-learnings-from-the-trenches.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/CWUQF3/\n\n\ud83c\udf93 Watch how a small dedicated model outperforms GenAI in text classification efficiency and adaptability, presented by Marc Palyart and Kateryna Budzyak from Malt.\n\nSpeakers:\nMarc Palyart, Kateryna Budzyak\n\nDescription:\nThe talk by Marc Palyart, Head of Data Science at Malt, and Kateryna Budzyak, Data Scientist at the same company, discussed the practical implications of using GenAI for text classification tasks. The speakers highlighted challenges such as latency, environmental impact, and budget constraints when employing GenAI. To address these issues, they developed a smaller, dedicated model based on a pre-trained SentenceBERT model, focusing on semantic similarity. They also emphasized the importance of training a classification network on top of it to preserve language alignment for multilingual generalization. Additionally, the speakers discussed optimization techniques like quantization and graph optimization through the ONNX ecosystem, enabling the deployment of the dedicated model with just a CPU. Despite these optimizations, they acknowledged GenAI's zero-shot capabilities, which allow for continuous adaptation of the dedicated model to maintain its relevance in evolving environments.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1897, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/CWUQF3/", + "url": "https://2024.pycon.de/program/CWUQF3/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision", + "url": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/Y4HQQPfyzwo/maxresdefault.jpg", + "title": "Is GenAI All You Need to Classify Text? Some Learnings from the Trenches", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=Y4HQQPfyzwo" + } + ] +} diff --git a/pydata-berlin-2024/videos/jupyter-notebooks-for-print-media-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/jupyter-notebooks-for-print-media-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..99b06a579 --- /dev/null +++ b/pydata-berlin-2024/videos/jupyter-notebooks-for-print-media-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/DBGXJN/\n\n\ud83c\udf93 Watch how Jupyter Notebooks can revolutionize print media generation, from news publications to academic papers, in this enlightening talk by Tim Paine.\n\nSpeakers:\nTim Paine\n\nDescription:\nTim Paine, a Quantitative Developer at Cubist Systematic Strategies and Associate in Computer Science from Columbia University, presents a talk on utilizing Jupyter Notebooks for generating print media such as books, articles, reports, and academic papers. The session introduces the nbprint library and showcases end-to-end examples. While Jupyter Notebooks are commonly used by researchers and data scientists for digital platforms, less attention has been paid to creating print media like newspaper articles and textbooks. Paine illustrates the benefits of adopting Jupyter Notebooks for print media through examples like data-driven news publications, computer science textbooks, and business reports. The talk also explores the technologies needed for producing print media from notebooks, focusing on NBPrint and paged.js. Additionally, Paine demonstrates a seamless transition from a Jupyter Notebook to a high-quality printed publication, emphasizing the advantages of this approach and identifying disciplines that could benefit from using notebooks as the foundation for print-oriented media.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-visualisation-jupyter\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1777, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-visualisation-jupyter", + "url": "http://2024.pycon.de/program/categories/pydata-visualisation-jupyter" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/DBGXJN/", + "url": "https://2024.pycon.de/program/DBGXJN/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/XEwZ-Dvs21s/maxresdefault.jpg", + "title": "Jupyter Notebooks for Print Media [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=XEwZ-Dvs21s" + } + ] +} diff --git a/pydata-berlin-2024/videos/keynote-a-view-from-my-window-an-outside-perspective-of-open-source-scientific-computing-from-t.json b/pydata-berlin-2024/videos/keynote-a-view-from-my-window-an-outside-perspective-of-open-source-scientific-computing-from-t.json new file mode 100644 index 000000000..5922ea3d7 --- /dev/null +++ b/pydata-berlin-2024/videos/keynote-a-view-from-my-window-an-outside-perspective-of-open-source-scientific-computing-from-t.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/TNHMGN/\n\n\ud83c\udf93 Watch Leah Silen, Executive Director of NumFOCUS, share her unique insights and experiences in supporting open source scientific computing projects and communities.\n\nSpeakers:\nLeah Silen\n\nDescription:\nLeah Silen, the Executive Director of NumFOCUS, provided a unique perspective on open source scientific computing at the keynote presentation. With twelve years of experience leading the organization, Leah shared insights on community leadership, education, and fundraising within the open-source ecosystem. NumFOCUS, a nonprofit supporting scientific computing projects, offers various initiatives such as fiscal sponsorship, development grants, and educational programs like PyData. Through her extensive experience and involvement in the nonprofit and educational sectors, Leah has overseen significant contributions to the sustainability and growth of open source projects under NumFOCUS's umbrella.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/plenary\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1885, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/TNHMGN/", + "url": "https://2024.pycon.de/program/TNHMGN/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/plenary", + "url": "http://2024.pycon.de/program/categories/plenary" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/NWIuQ3mztTI/maxresdefault.jpg", + "title": "Keynote - A View From My Window - An Outside Perspective of Open Source Scientific Computing From t\u2026", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=NWIuQ3mztTI" + } + ] +} diff --git a/pydata-berlin-2024/videos/keynote-safe-space-or-trap-creating-software-like-duckdb-in-academic-institutions.json b/pydata-berlin-2024/videos/keynote-safe-space-or-trap-creating-software-like-duckdb-in-academic-institutions.json new file mode 100644 index 000000000..909d89ab3 --- /dev/null +++ b/pydata-berlin-2024/videos/keynote-safe-space-or-trap-creating-software-like-duckdb-in-academic-institutions.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/HKFN8J/\n\n\ud83c\udf93 Watch Hannes M\u00fchleisen discuss the creation and challenges of DuckDB, a rapidly growing data system born in an academic setting.\n\nSpeakers:\nHannes M\u00fchleisen\n\nDescription:\nProf. Dr. Hannes M\u00fchleisen, the creator of DuckDB database management system and Co-founder/CEO of DuckDB Labs, a consulting company, is a key figure in the development of DuckDB, a popular in-process analytical data management system. The system, known for its speed and popularity within the Python ecosystem, originated at Centrum Wiskunde & Informatica (CWI) in Amsterdam, where Python was also created. Dr. M\u00fchleisen, who is also a Professor of Data Engineering at Radboud Universiteit Nijmegen, will delve into the origins of DuckDB and explore the unique advantages and obstacles of maintaining widely-used software within an academic environment during his talk.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/plenary\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 2877, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://2024.pycon.de/program/HKFN8J/", + "url": "https://2024.pycon.de/program/HKFN8J/" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/plenary", + "url": "http://2024.pycon.de/program/categories/plenary" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/PoHfh6O43uE/maxresdefault.jpg", + "title": "Keynote - Safe Space or Trap? Creating Software like DuckDB in Academic Institutions", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=PoHfh6O43uE" + } + ] +} diff --git a/pydata-berlin-2024/videos/keynote-ten-key-questions-that-a-company-should-ask-to-have-responsible-ai.json b/pydata-berlin-2024/videos/keynote-ten-key-questions-that-a-company-should-ask-to-have-responsible-ai.json new file mode 100644 index 000000000..bbcf6915c --- /dev/null +++ b/pydata-berlin-2024/videos/keynote-ten-key-questions-that-a-company-should-ask-to-have-responsible-ai.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/PLRERM/\n\n\ud83c\udf93 Watch Ricardo Baeza-Yates discuss the essential questions every company should ask for implementing responsible AI, based on the latest ACM principles and his extensive expertise in the field.\n\nSpeakers:\nRicardo Baeza-Yates\n\nDescription:\nRicardo Baeza-Yates, Director of Research at the Institute for Experiential AI of Northeastern University, presented on the topic of Responsible AI. He highlighted that while Responsible AI encompasses principles, governance, and regulation, many companies struggle with implementation. Baeza-Yates shared ten key questions that companies should ask throughout the entire process of developing an AI product, from conception to deployment. These questions are derived from the ACM Principles for Responsible Algorithmic Systems, where he is a lead author, and their extensions for Generative AI. The presentation aimed to explore the significance, hurdles, and potential solutions for each of these questions, encouraging an interactive dialogue on the topic.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/plenary\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 3738, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/PLRERM/", + "url": "https://2024.pycon.de/program/PLRERM/" + }, + { + "label": "http://2024.pycon.de/program/categories/plenary", + "url": "http://2024.pycon.de/program/categories/plenary" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/CwYjWSDr_Bo/maxresdefault.jpg", + "title": "Keynote - Ten Key Questions that a Company Should Ask to have Responsible AI", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=CwYjWSDr_Bo" + } + ] +} diff --git a/pydata-berlin-2024/videos/keynote-the-art-and-science-of-tending-open-source-orchards-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/keynote-the-art-and-science-of-tending-open-source-orchards-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..169141ddf --- /dev/null +++ b/pydata-berlin-2024/videos/keynote-the-art-and-science-of-tending-open-source-orchards-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/7TEYDQ/\n\n\ud83c\udf93 Watch as Inessa Pawson delves into the art and science of cultivating resilient open source communities, sharing insights on scaling contributor pipelines and fostering long-term engagement.\n\nSpeakers:\nInessa Pawson\n\nDescription:\nInessa Pawson, Open Source Program Manager at OpenTeams, delivers a riveting keynote on \"The art and science of tending open source orchards.\" She draws on her extensive experience in advocating for diversification of contribution pathways to open source and supporting its human infrastructure. In her talk, she explores the evolution of metaphors for open source projects and delves into the significance of resilient contributor communities. By sharing insights on scaling contributor communities and fostering retention, she sheds light on the intricate process of nurturing open source ecosystems. Inessa's expertise in incentive design and collaborative intelligence shines through as she emphasizes the key elements for building and sustaining vibrant open source communities.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/plenary\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 2048, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + }, + { + "label": "http://2024.pycon.de/program/categories/plenary", + "url": "http://2024.pycon.de/program/categories/plenary" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "https://2024.pycon.de/program/7TEYDQ/", + "url": "https://2024.pycon.de/program/7TEYDQ/" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/eXJ9RVog-qw/maxresdefault.jpg", + "title": "Keynote - The Art and Science of Tending Open Source Orchards [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=eXJ9RVog-qw" + } + ] +} diff --git a/pydata-berlin-2024/videos/lessons-learned-from-deploying-machine-learning-in-an-old-fashioned-heavy-industry.json b/pydata-berlin-2024/videos/lessons-learned-from-deploying-machine-learning-in-an-old-fashioned-heavy-industry.json new file mode 100644 index 000000000..1c8157746 --- /dev/null +++ b/pydata-berlin-2024/videos/lessons-learned-from-deploying-machine-learning-in-an-old-fashioned-heavy-industry.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/UGJJMP/\n\n\ud83c\udf93 Watch Robert Meyer discuss the challenges and lessons learned from deploying Machine Learning in the heavy industry to accelerate decarbonization, a must-see for aspiring engineers and entrepreneurs.\n\nSpeakers:\nRobert Meyer\n\nDescription:\nRobert Meyer, a Data Scientist and CTO at alcemy, shared valuable insights on deploying Machine Learning in the heavy industry of cement production. With the aim to decarbonize the cement and concrete supply chain, alcemy leverages data intelligence and predictive Machine Learning control to optimize production processes. Meyer emphasized the importance of simple, interpretable ML models like random forests over complex architectures, highlighting the necessity of data quality for effective ML outcomes. The challenges of working with customer-provided data, discrepancies between training and real-time inference data, and the significance of understanding customer processes were discussed in detail. Meyer also shed light on the complexities of customer relations in the context of Machine Learning, emphasizing the need for a strong customer success team in addition to skilled ML engineers. Furthermore, he emphasized the differences between Machine Learning as a service and a software as a service business model, underscoring the challenges of onboarding customers and integrating with existing infrastructure in heavy industry. Meyer's talk provided valuable lessons for aspiring ML engineers, Data Scientists, and entrepreneurs interested in real-world applications of Machine Learning in unconventional sectors.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1886, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/UGJJMP/", + "url": "https://2024.pycon.de/program/UGJJMP/" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/CZqlHH-KZqw/maxresdefault.jpg", + "title": "Lessons learned from deploying Machine Learning in an old-fashioned heavy industry", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=CZqlHH-KZqw" + } + ] +} diff --git a/pydata-berlin-2024/videos/leveraging-the-art-of-parallel-unit-testing-in-django-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/leveraging-the-art-of-parallel-unit-testing-in-django-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..21961b476 --- /dev/null +++ b/pydata-berlin-2024/videos/leveraging-the-art-of-parallel-unit-testing-in-django-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/ZKDEPW/\n\n\ud83c\udf93 Watch as industry experts delve into the world of parallel unit testing in Django, offering insights, tools, and real-world experiences to enhance your testing practices and code quality.\n\nSpeakers:\nAzan Bin Zahid, Syed Ansab Waqar Gillani\n\nDescription:\nIn the talk \"Leveraging the Art of Parallel Unit Testing in Django,\" Azan Bin Zahid, a Software Development Engineer, and Syed Ansab Waqar Gillani, a Python Enthusiast and Software Engineer at Agoda, discuss the challenges and strategies for unit testing in monolithic repositories using Django. The speakers delve into identifying bottlenecks and impacts on development velocity and code quality, introducing parallel testing concepts, benefits, tools, and techniques for Django unit testing. They share real-world experiences from major institutions and provide implementation guidelines with practical insights and examples. The audience targeted includes Django developers, software engineers, and testing professionals looking to optimize unit testing practices in monolithic environments. By the end of the session, attendees will gain actionable knowledge to enhance their Django unit testing workflows through parallelization, drawing from industry best practices and experiences.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-testing\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1502, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-testing", + "url": "http://2024.pycon.de/program/categories/pycon-testing" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "https://2024.pycon.de/program/ZKDEPW/", + "url": "https://2024.pycon.de/program/ZKDEPW/" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/cpu3Sn5NXQU/maxresdefault.jpg", + "title": "Leveraging the Art of Parallel Unit Testing in Django [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=cpu3Sn5NXQU" + } + ] +} diff --git a/pydata-berlin-2024/videos/lose-your-fear-of-equations-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/lose-your-fear-of-equations-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..476b732ac --- /dev/null +++ b/pydata-berlin-2024/videos/lose-your-fear-of-equations-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/SYJE7B/\n\n\ud83c\udf93 Watch Dr. Darina Goldin help you conquer your fear of equations and gain confidence in understanding complex mathematical expressions in data science!\n\nSpeakers:\nDarina Goldin\n\nDescription:\nDarina Goldin, a Principal Data Scientist at Bayes Esports, shared her expertise in a tutorial titled \"Lose your fear of equations!\" Dr. Goldin, with a Ph.D. in Control Science, stressed the importance of understanding mathematical expressions in data science, particularly for those without a STEM background. She highlighted the significance of being able to assess formulas quickly and predict the impact of parameter changes on results. Dr. Goldin acknowledged the challenges faced by individuals transitioning into data science from non-technical fields, emphasizing the need to grasp coding, data engineering, and statistics. The tutorial aimed to demystify complex mathematical concepts, making equations more approachable for all participants. Attendees learned strategies to decipher equations, identify critical components, and comprehend the implications of adjusting parameters. Dr. Goldin encouraged a deeper understanding of differential equations and the logistic function, moving beyond conventional machine learning approaches. The session provided practical tools for overcoming math anxiety and enhancing mathematical intuition in data science applications.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-data-handling-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 5673, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://2024.pycon.de/program/SYJE7B/", + "url": "https://2024.pycon.de/program/SYJE7B/" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering", + "url": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/8ScOTAM8joI/maxresdefault.jpg", + "title": "Lose your fear of equations! [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=8ScOTAM8joI" + } + ] +} diff --git a/pydata-berlin-2024/videos/machine-learning-on-microcontrollers-using-micropython-and-emlearn-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/machine-learning-on-microcontrollers-using-micropython-and-emlearn-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..e7d683cbd --- /dev/null +++ b/pydata-berlin-2024/videos/machine-learning-on-microcontrollers-using-micropython-and-emlearn-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/NYHFSB/\n\n\ud83c\udf93 Watch Jon Nordby explain how to deploy machine learning models on microcontrollers using MicroPython and emlearn, enabling the creation of devices that can automatically analyze and react to physical phenomena in a cost-effective manner.\n\nSpeakers:\nJon Nordby\n\nDescription:\nIn the talk by Jon Nordby, Head of Data Science at Soundsensing, attendees will discover how to implement machine learning models on microcontroller-based systems using MicroPython and emlearn. This approach, known as \"TinyML,\" enables the creation of devices capable of analyzing and responding to real-world data captured by sensors like microphones, accelerometers, and cameras. The session will delve into training models with scikit-learn and Keras, and deploying them on devices using the emlearn library. By showcasing applications like Sound Event Detection, Image Classification, and Human Activity Recognition, Jon will illustrate the practicality and versatility of TinyML across various industries and consumer electronics segments.\n\nWith a focus on cost-effective microcontrollers that have become increasingly powerful, Jon will highlight the significance of efficiently utilizing limited resources like RAM and CPU time, a key aspect addressed by emlearn. This open-source Python library facilitates the conversion of machine learning models to efficient C code, ensuring seamless deployment on a wide array of microcontrollers that support C99 compilation. By integrating MicroPython, developers can leverage Python's familiar syntax to code applications for microcontrollers, streamlining the workflow and enhancing productivity. The models generated with emlearn deliver superior performance compared to pure-Python alternatives, paving the way for rapid and optimized model deployment in various applications, from vehicle detection to real-time malware identification.\n\nThroughout the presentation, the audience will gain insights into core machine learning concepts, while also exploring the convergence of Python, microcontrollers, and embedded systems\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1552, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "https://2024.pycon.de/program/NYHFSB/", + "url": "https://2024.pycon.de/program/NYHFSB/" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/S3GjLr0ZIE0/maxresdefault.jpg", + "title": "Machine Learning on microcontrollers using MicroPython and emlearn [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=S3GjLr0ZIE0" + } + ] +} diff --git a/pydata-berlin-2024/videos/marketing-media-mix-models-with-python-pymc-a-case-study-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/marketing-media-mix-models-with-python-pymc-a-case-study-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..5a50be38d --- /dev/null +++ b/pydata-berlin-2024/videos/marketing-media-mix-models-with-python-pymc-a-case-study-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/D7AEQY/\n\n\ud83c\udf93 Watch how Python and PyMC were used to build a Bayesian Marketing Media Mix model for a leading Italian tour operator, offering valuable insights and a practical roadmap for your business's success.\n\nSpeakers:\nEmanuele Fabbiani\n\nDescription:\nIn the talk titled \"Marketing Media Mix Models with Python & PyMC: a Case Study,\" delivered by Emanuele Fabbiani, Head of AI at xtream, attendees were introduced to a cutting-edge application of Python and PyMC in marketing analytics. Fabbiani highlighted the challenges faced in understanding marketing ROI in today's digital landscape with evolving privacy norms. The case study focused on how a Bayesian Marketing Media Mix model was developed for WeRoad, the fastest-growing Italian tour operator.\n\nThe utilization of a Bayesian model allowed for the incorporation of prior knowledge, enabling the system to generate robust insights by updating with new data. Fabbiani delved into the complexities of assessing the effectiveness of marketing channels such as online ads, social media, and promotions. Attendees gained insight into the design of the Bayesian model, including the incorporation of expert knowledge and modeling delays and saturation.\n\nThe technical implementation, powered by Python, PyMC, and Streamlit, was discussed, showcasing an effective, efficient, and user-friendly system. Participants walked away with a foundational understanding of the Bayesian approach, real-life examples of its impact on WeRoad's marketing strategy, and a blueprint for integrating predictive models into their own business strategies. This talk provided a practical roadmap for developing similar models to optimize marketing ROI in a privacy-centric digital environment.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-industry-academia-use-cases\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1743, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/D7AEQY/", + "url": "https://2024.pycon.de/program/D7AEQY/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/general-industry-academia-use-cases", + "url": "http://2024.pycon.de/program/categories/general-industry-academia-use-cases" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/k2LDWMLZQ8k/maxresdefault.jpg", + "title": "Marketing Media Mix Models with Python & PyMC: a Case Study [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=k2LDWMLZQ8k" + } + ] +} diff --git a/pydata-berlin-2024/videos/mdjango-an-asynchronous-microservices-technique-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/mdjango-an-asynchronous-microservices-technique-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..986dc44ec --- /dev/null +++ b/pydata-berlin-2024/videos/mdjango-an-asynchronous-microservices-technique-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/7NETLX/\n\n\ud83c\udf93 Watch Maxim Danilov discuss how uDjango transforms Django into an asynchronous microservices framework with simplicity and speed at its core.\n\nSpeakers:\nMaxim Danilov\n\nDescription:\nMaxim Danilov, a Software Architect and Senior Python Developer, presented on transforming Django into a microservice-oriented async framework in his talk. By using a single file Django project, developers can create asynchronous microservices with ease. The concept of lightweight Django projects has been around for a while, initially appearing in the book \"Lightweight Django\" in 2014. However, it wasn't until Django introduced ASGI in 2022 that it became viable for microservices.\n\nDanilov discussed the benefits of Django microservices, such as the all-in-one package, standard architecture, and rapid development speed. He also highlighted challenges faced, including misconceptions about Django's suitability for microservices, issues with settings.py, and concerns about URL routing and performance.\n\nThe talk aimed to educate the audience about uDjango, a technology for building synchronous and asynchronous microservices using one or two files. Drawing inspiration from various industry experts and projects, Danilov emphasized the simplicity and efficiency of using uDjango for high-performance microservices.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-django-web\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1844, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://2024.pycon.de/program/7NETLX/", + "url": "https://2024.pycon.de/program/7NETLX/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-django-web", + "url": "http://2024.pycon.de/program/categories/pycon-django-web" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/jBGhhsPdRNs/maxresdefault.jpg", + "title": "\u00b5Django, an asynchronous microservices technique. [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=jBGhhsPdRNs" + } + ] +} diff --git a/pydata-berlin-2024/videos/missing-data-bayesian-imputation-and-people-analytics-with-pymc-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/missing-data-bayesian-imputation-and-people-analytics-with-pymc-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..31e2fa086 --- /dev/null +++ b/pydata-berlin-2024/videos/missing-data-bayesian-imputation-and-people-analytics-with-pymc-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/KXU7Q8/\n\n\ud83c\udf93 Watch how Bayesian imputation methods in PyMC are used to uncover insights from missing data in employee engagement surveys, shedding light on causal narratives in People Analytics.\n\nSpeakers:\nNathaniel Forde\n\nDescription:\nNathaniel Forde, a Senior Data Scientist at Personio, explores various methods for missing data imputation in employee engagement survey data. Contrasting frequentist and Bayesian approaches, he emphasizes the impact of different assumptions on inferences and causal narratives, using PyMC for analysis. Forde highlights the importance of justifying assumptions like \"missing-at-random\" in imputation schemes, crucial in People Analytics for HR data transparency. Demonstrating Full Information Maximum Likelihood and Bayesian imputation, he showcases the benefits of Bayesian transparency over frequentist alternatives. Using PyMC, Forde maps out conditional probabilities for missing data in hierarchical organizations, emphasizing how modeling non-response bias can reveal organizational health insights. By treating missing data as a gateway to causal inference challenges, he shows how addressing data gaps can lead to concrete business solutions.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1596, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/KXU7Q8/", + "url": "https://2024.pycon.de/program/KXU7Q8/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/XUo_Z6a4d7c/maxresdefault.jpg", + "title": "Missing Data, Bayesian Imputation and People Analytics with PyMC [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=XUo_Z6a4d7c" + } + ] +} diff --git a/pydata-berlin-2024/videos/mojo-is-it-python-s-faster-cousin-or-just-hype-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/mojo-is-it-python-s-faster-cousin-or-just-hype-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..d10f9bc31 --- /dev/null +++ b/pydata-berlin-2024/videos/mojo-is-it-python-s-faster-cousin-or-just-hype-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/DG8G7Q/\n\n\ud83c\udf93 Watch as Jamie Coombes delves into the journey of Mojo, the programming language touted as \"Python's faster cousin,\" questioning its potential to revolutionize AI development or fade into obscurity.\n\nSpeakers:\nJamie Coombes\n\nDescription:\nOn 2023-05-02, the tech world was abuzz with the launch of Mojo \ud83d\udd25, a new programming language by Chris Lattner. Jamie Coombes, a Machine Learning Engineer, offers insights into Mojo's journey and its promise as \"Python's faster cousin.\" The talk evaluates Mojo's performance, usability, and potential as a Python superset in the AI landscape. Against alternatives like Rust and PyPy, the critical question arises \u2013 can Mojo carve out its niche or fade into obscurity? With a background in Python and PyTorch, Jamie delves into the practical experiences of developing a Large Language Model Interpretation library using Mojo. The presentation navigates Mojo's evolution, from conception to its capacity to disrupt the programming ecosystem, especially in AI and ML domains. Attendees can expect to gain a candid understanding of Mojo's strengths, performance claims, and the likelihood of its adoption in AI development. The talk will explore Mojo's syntax, draw comparisons with Python, and feature a case study detailing the challenges and breakthroughs of working with Mojo. The audience will be engaged in discussions about Mojo's future, its fit in existing projects, and its potential to become the primary language for AI development. A prediction on Mojo's trajectory will round up the talk, setting the stage for its triumph or potential obscurity in programming language history.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-python-language-ecosystem\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1606, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem", + "url": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/DG8G7Q/", + "url": "https://2024.pycon.de/program/DG8G7Q/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/A67P4-A4yLk/maxresdefault.jpg", + "title": "Mojo \ud83d\udd25 - Is it Python's faster cousin or just hype? [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=A67P4-A4yLk" + } + ] +} diff --git a/pydata-berlin-2024/videos/mostly-harmless-fixed-effects-regression-in-python-with-pyfixest-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/mostly-harmless-fixed-effects-regression-in-python-with-pyfixest-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..3f8ec6e03 --- /dev/null +++ b/pydata-berlin-2024/videos/mostly-harmless-fixed-effects-regression-in-python-with-pyfixest-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/UXQJTF/\n\n\ud83c\udf93 Watch Alexander Fischer introduce PyFixest, a fast Python library for high-dimensional fixed effects regression models, offering robust inference tools and efficient post-processing capabilities.\n\nSpeakers:\nAlexander Fischer\n\nDescription:\nDuring the talk, Alexander Fischer, a Data Scientist at Trivago, introduced PyFixest, an open-source Python library inspired by the \"fixest\" R package for regression modeling. PyFixest offers fast routines for estimating regression models with high-dimensional fixed effects, including OLS, IV, and Poisson regression. The library also provides tools for robust inference, such as heteroscedasticity-robust standard errors and the wild cluster bootstrap. PyFixest aims to replicate the core design principles of \"fixest,\" providing efficient post-estimation inference adjustments and user-friendly syntax for multiple estimations.\n\nThe presentation covered PyFixest's functionality, design philosophy, and future development prospects. Fischer highlighted the challenge of estimating models with high-dimensional categorical features and how the Frisch-Waugh-Lovell Theorem addresses this. He emphasized PyFixest's speed in handling regressions with high-dimensional fixed effects through jit-compilation.\n\nFischer discussed the similarities and differences between fixest in R and PyFixest in Python, showcasing PyFixest\u2019s capabilities in analyzing AB Tests and conducting event studies with staggered rollouts. Attendees were encouraged to explore PyFixest's GitHub repository and documentation for more information on using the library effectively.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-pydata-scientific-libraries-stack\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1506, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/UXQJTF/", + "url": "https://2024.pycon.de/program/UXQJTF/" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-pydata-scientific-libraries-stack", + "url": "http://2024.pycon.de/program/categories/pydata-pydata-scientific-libraries-stack" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/kSQxGGA7Rr4/maxresdefault.jpg", + "title": "Mostly Harmless Fixed Effects Regression in Python with PyFixest [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=kSQxGGA7Rr4" + } + ] +} diff --git a/pydata-berlin-2024/videos/moving-from-offline-to-online-machine-learning-with-river-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/moving-from-offline-to-online-machine-learning-with-river-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..c325eb8a9 --- /dev/null +++ b/pydata-berlin-2024/videos/moving-from-offline-to-online-machine-learning-with-river-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/G9S3MR/\n\n\ud83c\udf93 Watch Tun Shwe discuss how to transition from offline to online machine learning with River, and discover the benefits of real-time data processing for continual model improvement.\n\nSpeakers:\nTun Shwe\n\nDescription:\nTun Shwe, the VP of Data at Quix, delves into the transition from offline to online machine learning with River. He emphasizes the shift towards online stream processing for real-time data dependency, reducing computational requirements and enabling continual model upgrades based on real-time data changes. This approach is beneficial for industries like cyber security, banking, and healthcare, requiring high-throughput data processing and adaptive predictive capabilities. By understanding the disparities between offline and online machine learning and integrating both approaches, attendees can kickstart their online ML journey using River, an open-source Python ML library.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1774, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/G9S3MR/", + "url": "https://2024.pycon.de/program/G9S3MR/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/dLrVg6vf_1c/maxresdefault.jpg", + "title": "Moving from Offline to Online Machine Learning with River [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=dLrVg6vf_1c" + } + ] +} diff --git a/pydata-berlin-2024/videos/next-stop-insights-how-streamlit-and-snowflake-power-up-data-stories.json b/pydata-berlin-2024/videos/next-stop-insights-how-streamlit-and-snowflake-power-up-data-stories.json new file mode 100644 index 000000000..44243b9a6 --- /dev/null +++ b/pydata-berlin-2024/videos/next-stop-insights-how-streamlit-and-snowflake-power-up-data-stories.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/83ZGV3/\n\n\ud83c\udf93 Watch the presentation to discover how Streamlit and Snowflake come together to power up engaging data stories with real-world insights from Deutsche Bahn's datasets!\n\nSpeakers:\nMarie-Kristin Wirsching\n\nDescription:\nMarie-Kristin Wirsching, a Data Scientist at inovex GmbH, presents on the power of Streamlit and Snowflake in enhancing data stories. Data stories are crucial in translating complex insights into actionable narratives for business value. Streamlit, an open-source Python package, simplifies the creation of interactive data dashboards. Since September 2023, Streamlit has been integrated into Snowflake, providing developers the ability to securely build, deploy, and share apps within Snowflake's data cloud, leveraging its scale, performance, and security.\n\nThe talk showcases a proof-of-concept using Deutsche Bahn's open-source dataset on Wi-Fi connectivity in trains to develop a data story implemented through a Streamlit app in Snowflake. Attendees will gain insights into utilizing Streamlit within Snowflake, creating data stories, and implementing Streamlit apps in Snowflake. This talk caters to data enthusiasts looking to present data insights effectively, construct appealing data applications effortlessly, and explore the synergy between Streamlit and Snowflake.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-data-handling-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1739, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/83ZGV3/", + "url": "https://2024.pycon.de/program/83ZGV3/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering", + "url": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/Vinwx4w-iUU/maxresdefault.jpg", + "title": "Next Stop: Insights! How Streamlit and Snowflake Power Up Data Stories", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=Vinwx4w-iUU" + } + ] +} diff --git a/pydata-berlin-2024/videos/no-more-raw-sql-sqlalchemy-orms-asyncio-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/no-more-raw-sql-sqlalchemy-orms-asyncio-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..3887fdbdd --- /dev/null +++ b/pydata-berlin-2024/videos/no-more-raw-sql-sqlalchemy-orms-asyncio-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/EHJRVF/\n\n\ud83c\udf93 Watch as Aya Elsayed and Rhythm Patel guide you through using SQLAlchemy, ORMs, and asyncio to simplify database management and enhance querying performance in Python projects!\n\nSpeakers:\nAya Elsayed, Rhythm Patel\n\nDescription:\nAya Elsayed and Rhythm Patel, both Software Engineers at Bloomberg, will be leading a workshop on \"No More Raw SQL: SQLAlchemy, ORMs & asyncio.\" The workshop will focus on simplifying database management and data representation synchronization using SQLAlchemy, an SQL toolkit. Participants will learn how to use SQLAlchemy's Object Relational Mapper (ORM) system and asyncio extension to interact with databases asynchronously. The interactive tutorial will cover topics such as setting up SQLAlchemy, utilizing ORMs, improving performance with relationship-loading techniques, and using SQLAlchemy's asyncio extension. The workshop will provide hands-on experience through GitHub Codespaces, enabling participants to work on a repository with all necessary modules and a Dockerized PostgreSQL database. Python developers of all levels who work with databases and want to enhance their database interaction using SQLAlchemy are encouraged to attend. Basic knowledge of databases and SQL is recommended, while prior experience with SQLAlchemy or ORMs is not required. By the end of the workshop, participants will have a strong grasp of using SQLAlchemy for database operations, building ORM classes, optimizing querying performance, and leveraging asyncio for asynchronous database interactions.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 5344, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/EHJRVF/", + "url": "https://2024.pycon.de/program/EHJRVF/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/b-N_6vVdEM0/maxresdefault.jpg", + "title": "No More Raw SQL: SQLAlchemy, ORMs & asyncio [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=b-N_6vVdEM0" + } + ] +} diff --git a/pydata-berlin-2024/videos/pandas-dask-dataframe-2-0-comparison-to-spark-duckdb-and-polars-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/pandas-dask-dataframe-2-0-comparison-to-spark-duckdb-and-polars-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..54bb4381c --- /dev/null +++ b/pydata-berlin-2024/videos/pandas-dask-dataframe-2-0-comparison-to-spark-duckdb-and-polars-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/N9DEVW/\n\n\ud83c\udf93 Watch how Dask DataFrame 2.0's improved performance and new features compare to Spark, DuckDB, and Polars, offering a faster and more robust system for big data processing.\n\nSpeakers:\nFlorian Jetter, Patrick Hoefler\n\nDescription:\nFlorian Jetter and Patrick Hoefler discussed the significant enhancements to Dask, a Python library for distributed computing that integrates well with pandas. Historically, Dask was user-friendly but lacked robust performance. The re-implementation of the DataFrame API has addressed these concerns, making Dask faster and more efficient. \n\nPatrick Hoefler, a pandas core team member and Dask maintainer at Coiled, highlighted the improvements in Dask, including a new shuffle algorithm, a logical query planning layer, and a reduced memory footprint. These changes have led to a better user experience and a more robust system overall, especially when compared to tools like Spark, DuckDB, and Polars.\n\nThe speakers emphasized the seamless integration of Dask with pandas and other PyData stack libraries, making it a compelling option for big data applications. They compared Dask's performance against other tools using TPC-H benchmarks. They also discussed future developments, including extending the logical query planning layer to frameworks like Dask Array and XArray.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-data-handling-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1748, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/N9DEVW/", + "url": "https://2024.pycon.de/program/N9DEVW/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering", + "url": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/qyvLJ2LvKLc/maxresdefault.jpg", + "title": "Pandas + Dask DataFrame 2.0 - Comparison to Spark, DuckDB and Polars [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=qyvLJ2LvKLc" + } + ] +} diff --git a/pydata-berlin-2024/videos/performant-scientific-computation-in-python-and-rust-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/performant-scientific-computation-in-python-and-rust-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..68914d6f4 --- /dev/null +++ b/pydata-berlin-2024/videos/performant-scientific-computation-in-python-and-rust-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/XBUHCK/\n\n\ud83c\udf93 Watch Stefan Ulbrich as he guides you through building performant scientific computation packages in Python and Rust, offering insights into efficient computation and optimization for machine learning and data science applications.\n\nSpeakers:\nStefan Ulbrich\n\nDescription:\nStefan Ulbrich, Senior Data Scientist, offers a tutorial on enhancing scientific computation in Python and Rust. The session explores packaging numerical calculus and algorithms using modern tools. Highlighting the efficiency of vectorization in Python for computational tasks within Machine Learning, Ulbrich presents the integration of Rust to optimize package performance. Rust, recognized for its performance and memory safety, complements Python, particularly for instances prioritizing speed and modern language features. The talk demonstrates creating a scientific Python package, gradually transitioning components to Rust for enhanced performance. Through an example of implementing the \"Expectation maximization for Gaussian Mixture Models\" algorithm, attendees learn how to leverage modern tools to build, optimize, and extend packages efficiently. Ulbrich emphasizes that while Rust knowledge is not mandatory, the session provides a high-level understanding of its benefits for Python extension and performance improvement. For a hands-on experience, participants are encouraged to clone Ulbrich's repository for swift installation and to optimize session time effectively.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 5317, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "https://2024.pycon.de/program/XBUHCK/", + "url": "https://2024.pycon.de/program/XBUHCK/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/wvjcMYTXVSU/maxresdefault.jpg", + "title": "Performant, scientific computation in Python and Rust [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=wvjcMYTXVSU" + } + ] +} diff --git a/pydata-berlin-2024/videos/personalizing-carousel-ranking-on-wolt-s-discovery-page-a-hierarchical-multi-armed-bandit-approach.json b/pydata-berlin-2024/videos/personalizing-carousel-ranking-on-wolt-s-discovery-page-a-hierarchical-multi-armed-bandit-approach.json new file mode 100644 index 000000000..5f6db3985 --- /dev/null +++ b/pydata-berlin-2024/videos/personalizing-carousel-ranking-on-wolt-s-discovery-page-a-hierarchical-multi-armed-bandit-approach.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/7J7LEB/\n\n\ud83c\udf93 Watch as Wolt's experts delve into the innovative use of a hierarchical multi-armed bandit approach to personalize carousel ranking on the Discovery page, transforming the user experience in the dynamic world of quick commerce.\n\nSpeakers:\nMarcel Kurovski, Steffen Klempau\n\nDescription:\nMarcel Kurovski, Senior Data Scientist at Wolt, and Steffen Klempau, ML Engineer, shared insights on personalizing Carousel Ranking on Wolt's Discovery Page. With over 130,000 merchants in 25 countries, presenting relevant content is a challenge. They discussed using a hierarchical multi-armed bandit approach in Python, addressing complexities specific to the online delivery platform. Leveraging Thompson Sampling, their solution incorporates hierarchical parameters at different levels. Evaluation results demonstrate the effectiveness of the approach. Their resilient and scalable architecture features open-source libraries like mlflow, Flyte, and Seldon Core. The future steps aim to achieve a personalized and context-aware Discovery page for the dynamic quick commerce world.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 2624, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/7J7LEB/", + "url": "https://2024.pycon.de/program/7J7LEB/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/-zHASP0vWoM/maxresdefault.jpg", + "title": "Personalizing Carousel Ranking on Wolt's Discovery Page: A Hierarchical Multi-Armed Bandit Approach", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=-zHASP0vWoM" + } + ] +} diff --git a/pydata-berlin-2024/videos/polars-and-time-series-what-it-can-do-and-how-to-overcome-any-limitation.json b/pydata-berlin-2024/videos/polars-and-time-series-what-it-can-do-and-how-to-overcome-any-limitation.json new file mode 100644 index 000000000..9c8d271df --- /dev/null +++ b/pydata-berlin-2024/videos/polars-and-time-series-what-it-can-do-and-how-to-overcome-any-limitation.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/LNFSDV/\n\n\ud83c\udf93 Watch Marco Gorelli discuss how to effectively utilize Polars for time series analysis and overcome limitations, making it a must-watch for anyone working with time series data.\n\nSpeakers:\nMarco Gorelli\n\nDescription:\nMarco Gorelli, a Senior Software Engineer at Quansight Labs, will be discussing the capabilities of Polars for time series analysis in an upcoming technical talk. With a background in Mathematics and expertise in pandas and Polars, Marco will cover basic built-in time series operations and demonstrate how to extend Polars using numba, numpy, and scipy for more complex tasks like non-linear interpolation. Attendees will also learn how to implement advanced, custom time series operations as Polars plugins, such as business day arithmetic. The talk will assume basic Python and data knowledge but no prior experience with Polars. By the end of the session, participants will be equipped to tackle any time series analysis task using Polars effectively.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-data-handling-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1732, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/LNFSDV/", + "url": "https://2024.pycon.de/program/LNFSDV/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering", + "url": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/qz-zAHBz6Ks/maxresdefault.jpg", + "title": "Polars and Time Series: what it can do, and how to overcome any limitation", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=qz-zAHBz6Ks" + } + ] +} diff --git a/pydata-berlin-2024/videos/power-structures-the-fair-advantage-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/power-structures-the-fair-advantage-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..b5668e8ee --- /dev/null +++ b/pydata-berlin-2024/videos/power-structures-the-fair-advantage-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/8LNYPD/\n\n\ud83c\udf93 Watch Anja Kunkel explore the intricate dynamics of power structures within companies and how understanding human interactions can give you a fair advantage in your career as a developer.\n\nSpeakers:\nAnja Kunkel\n\nDescription:\nAnja Kunkel, Principal Fullstack Engineer at Mister Spex in Berlin, Germany, presented a compelling talk on power structures in companies. She emphasized the importance of understanding human complexities, motivations, and informal networks in the workplace. Anja discussed how as developers, it's crucial to navigate through power dynamics, politics, and socio-technical aspects to effectively influence decision-making processes. She highlighted the significance of identifying key stakeholders and building trust within informal networks to drive projects forward. Anja stressed that while developers excel in formalizing solutions through code, understanding human behavior is equally essential for success in organizations. She debunked the myth that formal organizational charts depict the real power dynamics, asserting that influence is multifaceted and extends beyond formal hierarchies. Through her talk, Anja aimed to equip her audience with insights on how to ethically navigate the intricate web of power and relationships within companies to achieve positive outcomes.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-ethics-privacy\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1727, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/general-ethics-privacy", + "url": "http://2024.pycon.de/program/categories/general-ethics-privacy" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "https://2024.pycon.de/program/8LNYPD/", + "url": "https://2024.pycon.de/program/8LNYPD/" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/Eyr-QV9e3Ns/maxresdefault.jpg", + "title": "Power structures. The fair advantage [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=Eyr-QV9e3Ns" + } + ] +} diff --git a/pydata-berlin-2024/videos/prescriptive-analytics-in-the-python-ecosystem-with-gurobi-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/prescriptive-analytics-in-the-python-ecosystem-with-gurobi-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..e02fb823d --- /dev/null +++ b/pydata-berlin-2024/videos/prescriptive-analytics-in-the-python-ecosystem-with-gurobi-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/KCYDM9/\n\n\ud83c\udf93 Watch as Dr. Robert Luce introduces you to the world of prescriptive analytics with Gurobi in Python, enhancing your optimization workflows with mathematical models and data structures.\n\nSpeakers:\nRobert Luce\n\nDescription:\nDr. Robert Luce, a Principal Developer at Gurobi, a prescriptive analytics technology, presented a talk on integrating Gurobi and prescriptive analytics into the Python ecosystem. The session showcased model-building patterns using NumPy and SciPy.sparse data structures, and highlighted leveraging indexed DataFrames and Series in pandas for mathematical model creation. Dr. Luce also explained how to utilize trained regressors from scikit-learn as constraints in optimization models. Gurobi, powered by mixed-integer optimization, allows for optimal decision-making based on real-world variables and constraints, enabling embedded decision intelligence in various applications across industries. By attending the talk, participants learned how to enhance their workflows through the world of optimization with Gurobi.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/sponsor\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1734, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/KCYDM9/", + "url": "https://2024.pycon.de/program/KCYDM9/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/sponsor", + "url": "http://2024.pycon.de/program/categories/sponsor" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/-xXUVM2UJlg/maxresdefault.jpg", + "title": "Prescriptive Analytics in the Python Ecosystem with Gurobi [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=-xXUVM2UJlg" + } + ] +} diff --git a/pydata-berlin-2024/videos/public-money-public-experiment-open-source-processes-in-the-public-administration.json b/pydata-berlin-2024/videos/public-money-public-experiment-open-source-processes-in-the-public-administration.json new file mode 100644 index 000000000..8b1225583 --- /dev/null +++ b/pydata-berlin-2024/videos/public-money-public-experiment-open-source-processes-in-the-public-administration.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/DEKGYM/\n\n\ud83c\udf93 Watch as Lisa Reiber delves into the unique experiment of sharing code in public administration and explores the alignment of open source with administrative principles at PyCon DE & PyData Berlin 2024.\n\nSpeakers:\nLisa Reiber\n\nDescription:\nLisa Reiber, a Data Engineer at the German Federal Ministry for Family Affairs, Senior Citizens, Women and Youth, presents \"Public Money, Public Experiment - open source processes in the public administration.\" In this intriguing talk, Lisa explores the journey of a data lab within a federal ministry aiming to publish python applications, shedding light on the unique considerations faced by public institutions. The audience is invited to ponder the timeline for code publication, contrasting it with the practices of private individuals and companies.\n\nBy sharing the insights of their publishing process, including the challenges, surprises, and regulatory aspects encountered, Lisa's talk provides a glimpse into the alignment of open source with administrative principles. The focus is on the real-world experiment undertaken by their data lab - a tangible demonstration of the benefits of code sharing within the public sector.\n\nAs the presentation unfolds, key questions are addressed, such as the process of code publication in public administration, the intersection of open source with administrative principles, and the legal, political, and security requirements shaping the endeavor. Attendees are encouraged to discover OpenCoDE and follow the progress of the data lab leading up to PyCon DE & PyData Berlin 2024.\n\nThis talk not only shares a specific journey but also aims to contribute to the wider discussion at the confluence of public administration and open source initiatives. It showcases how collaboration and code sharing between public units can accelerate problem-solving and reduce costs, offering a valuable perspective on the evolving landscape of code publication in the public sector.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-others\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1859, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://2024.pycon.de/program/DEKGYM/", + "url": "https://2024.pycon.de/program/DEKGYM/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/general-others", + "url": "http://2024.pycon.de/program/categories/general-others" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/aHrmI3Iz1cA/maxresdefault.jpg", + "title": "Public Money, Public Experiment - open source processes in the public administration", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=aHrmI3Iz1cA" + } + ] +} diff --git a/pydata-berlin-2024/videos/pycon-community-backstage-a-decade-of-camaraderie-growth-and-lessons-learned.json b/pydata-berlin-2024/videos/pycon-community-backstage-a-decade-of-camaraderie-growth-and-lessons-learned.json new file mode 100644 index 000000000..896bc5a8f --- /dev/null +++ b/pydata-berlin-2024/videos/pycon-community-backstage-a-decade-of-camaraderie-growth-and-lessons-learned.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/7EC3UY/\n\n\ud83c\udf93 Watch Alexander Hendorf share a decade of insights and lessons learned from organizing Python community conferences, highlighting the importance of leadership and camaraderie.\n\nSpeakers:\nAlexander CS Hendorf\n\nDescription:\nAs a prominent figure in the Python community, Alexander Hendorf, Head of Data & AI at a consultancy in Germany, reflects on a decade of fostering camaraderie and growth within the Python ecosystem. His involvement in organizing various conferences, such as PyCon.DE and PyData Berlin, has provided valuable insights into community dynamics. In his talk, he delves into the lessons learned, emphasizing the importance of inclusive leadership and the balance between ideas and realities in community building. Alexander also discusses strategies for individual and organizational contributions to the Python and PyData community, shedding light on the role of entities like PySV and NumFOCUS in supporting tech communities. Through his experiences, he highlights the significance of teamwork, personal growth, and future sustainability in shaping the European Python Community. Alexander's dedication to community service is evident through his extensive involvement in organizing meetups and conferences, underscoring his commitment to nurturing a vibrant and thriving Python community for years to come.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 2341, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else", + "url": "http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/7EC3UY/", + "url": "https://2024.pycon.de/program/7EC3UY/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/ztMEsIhez9k/maxresdefault.jpg", + "title": "PyCon Community Backstage: A Decade of Camaraderie, Growth, and Lessons Learned", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=ztMEsIhez9k" + } + ] +} diff --git a/pydata-berlin-2024/videos/pyladies-panel-reflecting-within-challenging-narratives-in-tech-feminism.json b/pydata-berlin-2024/videos/pyladies-panel-reflecting-within-challenging-narratives-in-tech-feminism.json new file mode 100644 index 000000000..573e2d47f --- /dev/null +++ b/pydata-berlin-2024/videos/pyladies-panel-reflecting-within-challenging-narratives-in-tech-feminism.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/BFYUUJ/\n\n\ud83c\udf93 Watch the PyLadies Panel at PyCon PyData engage in a thought-provoking debate on challenging narratives in tech feminism, fostering open dialogue and community solidarity.\n\nSpeakers:\nCheuk Ting Ho, Katharine Jarmul, Paloma Oliveira, Naa Ashiorkor Nortey\n\nDescription:\nAt the PyLadies Panel at PyCon PyData, experts Cheuk Ting Ho, Katharine Jarmul, Paloma Oliveira, and Naa Ashiorkor Nortey engage in critical discussions on gender disparities and the importance of women-focused tech groups. This year, inspired by Lucy Delap\u2019s \u201cFeminisms: A Global History,\u201d the panel delves into challenging narratives within the feminist movement, advocating for inclusivity and diversity. The structured debate format encourages deep reflection, aiming to dismantle binary thinking and uncover nuances in common discourse. By critiquing prevailing frameworks of feminism in tech, the panelists seek to pave the way for a more equitable future, promoting inclusivity and equity. Through candid discussions and idea exchanges, the panel provides a platform for marginalized voices, fostering understanding and progress in the tech industry. Join this debate to challenge the status quo, identify systemic flaws, and collectively shape the future of feminism in technology.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/plenary\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 3602, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/BFYUUJ/", + "url": "https://2024.pycon.de/program/BFYUUJ/" + }, + { + "label": "http://2024.pycon.de/program/categories/plenary", + "url": "http://2024.pycon.de/program/categories/plenary" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/UrnHaUvUxwc/maxresdefault.jpg", + "title": "(PyLadies Panel) Reflecting Within: Challenging Narratives in Tech Feminism", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=UrnHaUvUxwc" + } + ] +} diff --git a/pydata-berlin-2024/videos/pyo3-101-writing-python-modules-in-rust-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/pyo3-101-writing-python-modules-in-rust-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..1fd92221b --- /dev/null +++ b/pydata-berlin-2024/videos/pyo3-101-writing-python-modules-in-rust-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/8C83EA/\n\n\ud83c\udf93 Watch as Cheuk Ting Ho introduces PyO3 and guides you through writing a Python library in Rust, exploring the power and safety of Rust for Python development.\n\nSpeakers:\nCheuk Ting Ho\n\nDescription:\nCheuk Ting Ho, a board member and community manager at OpenSSF, presented a workshop titled \"PyO3 101 - Writing Python modules in Rust.\" The session focused on the basics of using PyO3, a toolset that provides Rust bindings for Python to create native Python extension modules. Attendees learned how to set up the project environment and write a Python library in Rust using PyO3. The workshop included hands-on exercises covering the API specifications for creating Python functions, modules, error handling, and type conversion. Rust's popularity in recent years has grown due to its robust compiler checks and memory safety features, making it an attractive choice for building Python libraries. The goal of the workshop was to introduce developers to PyO3 and explore leveraging Rust's memory safety and parallelism capabilities when developing Python libraries. The target audience included developers interested in using Rust to develop Python libraries, with attendees not required to have prior Rust knowledge. The workshop outline included an introduction to Rust and PyO3, setting up the environment, starting a new project, creating Python modules, and functions with hands-on exercises. Attendees were encouraged to have Python 3.8 or above installed and use a virtual environment for the workshop.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 4859, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/8C83EA/", + "url": "https://2024.pycon.de/program/8C83EA/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/FWkCPYl_58M/maxresdefault.jpg", + "title": "PyO3 101 - Writing Python modules in Rust [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=FWkCPYl_58M" + } + ] +} diff --git a/pydata-berlin-2024/videos/pytest-tips-and-tricks-for-a-better-testsuite-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/pytest-tips-and-tricks-for-a-better-testsuite-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..9246aa09b --- /dev/null +++ b/pydata-berlin-2024/videos/pytest-tips-and-tricks-for-a-better-testsuite-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/DSFWRC/\n\n\ud83c\udf93 Watch as Florian Bruhin, the mastermind behind pytest, unveils advanced tips and tricks to elevate your testsuite to the next level, from recommended settings to custom fixtures and plugins.\n\nSpeakers:\nFlorian Bruhin\n\nDescription:\nFlorian Bruhin, founder and lecturer known as \"The Compiler,\" presents valuable insights in his talk on pytest tips and tricks for enhancing your testsuite. With a profound understanding of pytest gained through years of contribution, Florian's expertise shines through as he navigates through intermediate and advanced features of the framework. Throughout the training, Florian emphasizes the significance of familiarizing oneself with pytest basics before delving into recommended settings for stricter testing, the utility of xfail, and innovative ways to enhance test suites. Attendees will benefit from Florian's guidance on leveraging built-in pytest fixtures efficiently, advanced fixture and parametrization techniques, and customizing fixture behavior based on markers. Moreover, Florian will touch on patching, mocking, and plugins, offering insights on writing custom plugins. The talk promises to introduce attendees to property-based testing with Hypothesis, adding a new dimension to their testing repertoire. With Florian's comprehensive knowledge and practical tips, participants are sure to elevate their pytest proficiency and optimize their test suites effectively.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-testing\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 5503, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/DSFWRC/", + "url": "https://2024.pycon.de/program/DSFWRC/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-testing", + "url": "http://2024.pycon.de/program/categories/pycon-testing" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/FG_DgVo0hU0/maxresdefault.jpg", + "title": "pytest tips and tricks for a better testsuite [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=FG_DgVo0hU0" + } + ] +} diff --git a/pydata-berlin-2024/videos/python-3-12-s-new-monitoring-and-debugging-api-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/python-3-12-s-new-monitoring-and-debugging-api-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..dac2e8363 --- /dev/null +++ b/pydata-berlin-2024/videos/python-3-12-s-new-monitoring-and-debugging-api-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/P7AG9A/\n\n\ud83c\udf93 Watch as Johannes Bechberger dives into Python 3.12's groundbreaking monitoring and debugging API, revolutionizing the way you develop tools and debug with ease!\n\nSpeakers:\nJohannes Bechberger\n\nDescription:\nJohannes Bechberger, a Software Engineer at SAP, presented a talk on Python 3.12's latest monitoring and debugging API. The new low-impact monitoring API, introduced through PEP669, enables the development of faster debuggers than ever before. Historically lacking a robust monitoring and profiling API, Python previously relied on the sys.settrace API, which was inefficient and lacked configurability. The new monitoring API, launched in October 2023, provides a well-designed, fine-tuned alternative that significantly improves commonly used operations. During the talk, attendees gained insights into the API's key features and design decisions, learning how to leverage it to create efficient tools such as simple debuggers. Johannes Bechberger's expertise in JVM development and his proficiency in Python, cultivated over nearly a decade, made him a compelling speaker on this advanced technological subject.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-python-language-ecosystem\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1745, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem", + "url": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/P7AG9A/", + "url": "https://2024.pycon.de/program/P7AG9A/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/i7CbCNGfMvI/maxresdefault.jpg", + "title": "Python 3.12's new monitoring and debugging API [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=i7CbCNGfMvI" + } + ] +} diff --git a/pydata-berlin-2024/videos/python-monorepos-the-polylith-developer-experience-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/python-monorepos-the-polylith-developer-experience-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..7d5700726 --- /dev/null +++ b/pydata-berlin-2024/videos/python-monorepos-the-polylith-developer-experience-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/VEACZM/\n\n\ud83c\udf93 Watch David Vujic share how Polylith revolutionizes the developer experience by turning software development into a playful LEGO-like creation process in Python monorepos.\n\nSpeakers:\nDavid Vujic\n\nDescription:\nDavid Vujic, a software developer passionate about agile ideas and test-driven development, presents a unique approach to software development in his talk \"Python Monorepos: The Polylith Developer Experience.\" Drawing inspiration from LEGO bricks, he advocates for a more playful and productive developer experience, emphasizing the importance of code simplicity and design flexibility. David introduces Polylith, a Python-specific tool based on the Polylith Architecture originating from the Clojure community. Polylith promotes the use of small building blocks akin to LEGO bricks, facilitating code sharing and reuse within monorepos. By leveraging Polylith's developer-friendly tooling, developers can make design decisions seamlessly while building their projects. David's presentation offers insights into how Polylith can enhance the Python development process, making it more efficient and enjoyable.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1783, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "https://2024.pycon.de/program/VEACZM/", + "url": "https://2024.pycon.de/program/VEACZM/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/wGWjt9GJLU4/maxresdefault.jpg", + "title": "Python Monorepos: The Polylith Developer Experience [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=wGWjt9GJLU4" + } + ] +} diff --git a/pydata-berlin-2024/videos/rag-for-a-medical-company-the-technical-and-product-challenges-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/rag-for-a-medical-company-the-technical-and-product-challenges-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..03a371fd4 --- /dev/null +++ b/pydata-berlin-2024/videos/rag-for-a-medical-company-the-technical-and-product-challenges-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/XMKREA/\n\n\ud83c\udf93 Watch No\u00e9 Achache discuss the technical and product challenges of building a performant RAG for a medical company, focusing on leveraging LLMs and enhancing retrieval and generation metrics to bring value to users in the health sector.\n\nSpeakers:\nNo\u00e9 Achache\n\nDescription:\nNo\u00e9 Achache, the GenAI leader and Lead Data Scientist at Sicara, shared insights on the technical and product challenges faced while developing a Retrieval Augmented Generation (RAG) system for a medical company. The talk highlighted the complexities of leveraging tools like Chainlit, Qdrant, and Langsmith to enable doctors to query drug documentation with natural language. The discussion focused on enhancing retrieval and generation metrics through the strategic use of Large Language Models (LLMs), despite the inherent limitations of accuracy in the healthcare sector. By incorporating sources directly into generated answers and utilizing tools like Langsmith for logging and dataset augmentation, the team ensured user trust and interaction correctness. The session underscored the importance of technical improvements and product design to create a performant RAG that delivers value to users while addressing challenges unique to the medical domain.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-generative-ai\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 2576, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/XMKREA/", + "url": "https://2024.pycon.de/program/XMKREA/" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-generative-ai", + "url": "http://2024.pycon.de/program/categories/pydata-generative-ai" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/InyinN_hHhA/maxresdefault.jpg", + "title": "RAG for a medical company: the technical and product challenges [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=InyinN_hHhA" + } + ] +} diff --git a/pydata-berlin-2024/videos/refactoring-large-programs-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/refactoring-large-programs-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..cee28407b --- /dev/null +++ b/pydata-berlin-2024/videos/refactoring-large-programs-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/CMM8S3/\n\n\ud83c\udf93 Watch Dr. Kristian Rother guide you through refactoring a large, messy, and undocumented Python program, offering valuable insights and strategies for your next big refactoring challenge.\n\nSpeakers:\nDr. Kristian Rother\n\nDescription:\nDr. Kristian Rother, a freelance Python trainer, presented a tutorial on refactoring large programs at a recent event. He addressed the challenge of cleaning up complex software with 10,000-100,000 lines of code, particularly in the case of legacy code. The tutorial focused on practical procedures such as code review, writing minimal tests, adding type annotations, and isolating cleanable parts from problematic sections. Dr. Rother emphasized the systematic approach to large-scale refactoring, highlighting that while it is difficult and costly, it can be tackled methodically. The session, aimed at those with fluency in basic Python, included interactive elements and practical exercises for attendees to enhance their refactoring skills. Participants were provided with the messy code and refactoring guidelines through GitHub for hands-on learning.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 5216, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "https://2024.pycon.de/program/CMM8S3/", + "url": "https://2024.pycon.de/program/CMM8S3/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/gwvgVG8DH6g/maxresdefault.jpg", + "title": "Refactoring Large Programs [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=gwvgVG8DH6g" + } + ] +} diff --git a/pydata-berlin-2024/videos/reinforcement-learning-bridging-the-gap-between-research-and-applications.json b/pydata-berlin-2024/videos/reinforcement-learning-bridging-the-gap-between-research-and-applications.json new file mode 100644 index 000000000..76a2d31b8 --- /dev/null +++ b/pydata-berlin-2024/videos/reinforcement-learning-bridging-the-gap-between-research-and-applications.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/SSKV9R/\n\n\ud83c\udf93 Watch how the open-source library Tianshou is bridging the gap between research and applications in reinforcement learning, making it easier for researchers and engineers to accelerate progress and adoption in industry.\n\nSpeakers:\nMichael Panchenko\n\nDescription:\nMichael Panchenko, Lead Researcher, emphasized the urgent need to bridge the existing gap between reinforcement learning (RL) research and its practical applications during his recent talk. He discussed the challenges hindering the utilization of RL in real-world settings, pointing out the lack of mature software frameworks tailored to facilitate its implementation. Panchenko introduced the open-source library Tianshou, designed to streamline RL application development for both researchers and engineers. This library offers high-level interfaces for seamless integration of RL algorithms in industrial scenarios, while also providing lower-level APIs to cater to the specific needs of researchers.\n\nPanchenko highlighted the disparity between the vast potential of RL in various decision-making processes and its limited current applications across industries. He noted that crucial advancements in RL research often fail to be incorporated into existing frameworks, and successful industry applications of RL are seldom shared in open-source platforms. The complexity of RL, compared to supervised learning, was identified as a significant barrier to its widespread adoption in software development.\n\nDrawing parallels to the evolution of PyTorch and Keras in deep learning, Panchenko expressed optimism about the future of RL software, envisioning a landscape that would simplify the implementation of RL tasks for both researchers and machine learning engineers. He emphasized the efforts of the appliedAI Institute for Europe and Tianshou developers in enhancing the library to democratize RL applications and expedite reliable research in the field.\n\nPanchenko underscored the significance of Tianshou's high-level interfaces for effortless integration of RL\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1792, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/SSKV9R/", + "url": "https://2024.pycon.de/program/SSKV9R/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/k45E30KhBpk/maxresdefault.jpg", + "title": "Reinforcement Learning: Bridging The Gap Between Research and Applications", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=k45E30KhBpk" + } + ] +} diff --git a/pydata-berlin-2024/videos/replacing-callbacks-with-generators-a-case-study-in-computer-assisted-live-music.json b/pydata-berlin-2024/videos/replacing-callbacks-with-generators-a-case-study-in-computer-assisted-live-music.json new file mode 100644 index 000000000..b1f7aa1bf --- /dev/null +++ b/pydata-berlin-2024/videos/replacing-callbacks-with-generators-a-case-study-in-computer-assisted-live-music.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/Y7R9GZ/\n\n\ud83c\udf93 Watch how Matthieu Amiguet transforms a complex callback mess into a readable and efficient system using generators in computer-assisted live music.\n\nSpeakers:\nMatthieu Amiguet\n\nDescription:\nIn a fascinating talk titled \"Replacing Callbacks with Generators: A Case Study in Computer-Assisted Live Music,\" Matthieu Amiguet, a musician and mathematician turned developer, shared insights based on his work at Les Chemins de Traverse. The collective, which focuses on sonic exploration and live performance, dived into the challenges faced in developing an interactive realtime audio processing system for live music performances. They found that the use of callbacks, although commonly employed in programming, became burdensome in this context.\n\nAmiguet detailed how they streamlined their system by implementing a thin abstraction layer, replacing complex callback structures with more readable generators. By utilizing generators, which yield results instead of the traditional return method, they were able to enhance the efficiency and clarity of their code significantly.\n\nAt Les Chemins de Traverse, they blend different musical styles and techniques, creating a unique sonic experience. By leveraging tools like Olivier B\u00e9langer's pyo module for realtime audio processing, they aim to augment traditional acoustical instruments with computer-generated sounds, adding a new dimension to live music performances.\n\nThrough their experience, Amiguet showcased how a thoughtful abstraction layer can simplify code, enabling a more focused approach to music production rather than getting entangled in technical complexities. While their case study is music-specific, the principles they applied can be adapted to various scenarios where callbacks lead to convoluted and cumbersome code structures.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-python-language-ecosystem\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1684, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem", + "url": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "https://2024.pycon.de/program/Y7R9GZ/", + "url": "https://2024.pycon.de/program/Y7R9GZ/" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/PkAE6dsqIJw/maxresdefault.jpg", + "title": "Replacing Callbacks with Generators: A Case Study in Computer-Assisted Live Music", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=PkAE6dsqIJw" + } + ] +} diff --git a/pydata-berlin-2024/videos/robust-configuration-management-with-pydantic-s-data-validation-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/robust-configuration-management-with-pydantic-s-data-validation-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..f490cbf26 --- /dev/null +++ b/pydata-berlin-2024/videos/robust-configuration-management-with-pydantic-s-data-validation-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/RGWDCN/\n\n\ud83c\udf93 Watch how Pydantic's Data Validation can revolutionize your configuration management system, catch misconfigurations early, and streamline your application's development process.\n\nSpeakers:\nPhilipp Stephan\n\nDescription:\nPhilipp Stephan discusses the challenges of managing configuration in growing applications and introduces `Pydantic`'s data validation capabilities. By transitioning their system from unstructured YAML to a formalized, typed system, they reduced runtime errors and improved consistency across parsers. `Pydantic` integrates well with Python's type annotations, allowing for early misconfiguration detection. The speaker highlights the benefits of a strict specification, such as static validation, automatic documentation generation, and centralized defaults. They explain the decision to use `Pydantic` over other systems, given its popularity in the Python community, especially in `FastAPI`. Stephan shares tips for setting up configuration files and internal tools for validation and documentation. The talk emphasizes the incremental transition to a class-based, type-strict system empowered by `Pydantic`.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1755, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "https://2024.pycon.de/program/RGWDCN/", + "url": "https://2024.pycon.de/program/RGWDCN/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/ZvcZDxS_mYE/maxresdefault.jpg", + "title": "Robust Configuration Management with Pydantic's Data Validation [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=ZvcZDxS_mYE" + } + ] +} diff --git a/pydata-berlin-2024/videos/safeguarding-privacy-and-mitigating-vulnerabilities-navigating-security-challenges-in-generative-ai.json b/pydata-berlin-2024/videos/safeguarding-privacy-and-mitigating-vulnerabilities-navigating-security-challenges-in-generative-ai.json new file mode 100644 index 000000000..225aa181b --- /dev/null +++ b/pydata-berlin-2024/videos/safeguarding-privacy-and-mitigating-vulnerabilities-navigating-security-challenges-in-generative-ai.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/MTVWQM/\n\n\ud83c\udf93 Watch as John Robert, a Senior Machine Learning Engineer, navigates the critical issues surrounding data privacy and security in Generative AI, shedding light on strategies to enhance protection and mitigate vulnerabilities in this ever-evolving landscape.\n\nSpeakers:\nJohn Robert\n\nDescription:\nJohn Robert, a Senior Machine Learning Engineer at Condo GMBH, delivered a comprehensive talk on navigating security challenges in Generative AI (GenAI). The session highlighted the critical importance of data privacy and security in the evolving GenAI landscape. Robert's expertise in machine learning, gained from his tenure at Daimler and Bosch Autonomous Driving, added depth to the discussion. The talk began by distinguishing between data privacy and security, examining real-life data breaches, and exploring measures for rectification. Insights into the challenges faced by GenAI in ensuring data privacy across various project stages were thoroughly analyzed.\n\nThe audience was engaged with interactive segments to align the discussion with their expertise levels. Fundamental concepts of data privacy and security were explained, emphasizing responsible data handling. The talk delved into ethical concerns during the training of GenAI models, highlighting disputes like The New York Times vs. OpenAI. Data privacy was scrutinized in production, focusing on policies addressing data retention risks. Data security vulnerabilities in GenAI operational phases were explored, along with proposed strategies for data protection.\n\nTop vulnerabilities in GenAI, as identified by OWASP insights, were showcased. Actionable approaches for enhancing data protection within GenAI were recommended, such as leveraging Open Source solutions like LLAMA. The pivotal role of government regulations in promoting data protection for AI systems was underlined, alongside collaborative initiatives among companies, exemplified by the \"AI Alliance.\" Overall, the session aimed to equip attendees with a thorough understanding of GenAI privacy and security\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-generative-ai\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1793, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/MTVWQM/", + "url": "https://2024.pycon.de/program/MTVWQM/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-generative-ai", + "url": "http://2024.pycon.de/program/categories/pydata-generative-ai" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/jiPAbcZ2ftc/maxresdefault.jpg", + "title": "Safeguarding Privacy and Mitigating Vulnerabilities: Navigating Security Challenges in Generative AI", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=jiPAbcZ2ftc" + } + ] +} diff --git a/pydata-berlin-2024/videos/securing-python-race-condition-vulnerabilities-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/securing-python-race-condition-vulnerabilities-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..b8225e708 --- /dev/null +++ b/pydata-berlin-2024/videos/securing-python-race-condition-vulnerabilities-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/A8HJHV/\n\n\ud83c\udf93 Watch as Shahriyar Rzayev delves into the world of race condition vulnerabilities in Python, equipping viewers with practical skills to enhance code security and robustness.\n\nSpeakers:\nShahriyar Rzayev\n\nDescription:\nShahriyar Rzayev, a Senior Software Engineer at NordVPN under Nord Security, is set to lead an insightful workshop on race condition vulnerabilities in Python. The session will delve into the security risks associated with race conditions, often overlooked in Python development. Attendees will engage with practical exercises, analyzing vulnerable Python applications to pinpoint critical sections prone to race conditions. The workshop progresses to simulate attacks exploiting these weaknesses, showcasing the ease with which malicious entities can capitalize on such vulnerabilities. Participants will also explore effective mitigation strategies, focusing on thread synchronization and safe programming practices to bolster code security. By the end of the workshop, attendees will possess a comprehensive understanding of race conditions in Python and practical skills to fortify the security of their projects, reflecting contemporary best practices in Python development.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-security\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 4795, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-security", + "url": "http://2024.pycon.de/program/categories/pycon-security" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/A8HJHV/", + "url": "https://2024.pycon.de/program/A8HJHV/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/wzpFKWTa0kM/maxresdefault.jpg", + "title": "Securing Python: Race Condition Vulnerabilities [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=wzpFKWTa0kM" + } + ] +} diff --git a/pydata-berlin-2024/videos/select-ml-from-databases-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/select-ml-from-databases-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..847866786 --- /dev/null +++ b/pydata-berlin-2024/videos/select-ml-from-databases-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/RBNJRK/\n\n\ud83c\udf93 Watch how modern databases are revolutionizing machine learning model development and inference in this insightful talk by Gregor Bauer from Couchbase.\n\nSpeakers:\nGregor Bauer\n\nDescription:\nGregor Bauer, Manager Solutions Engineering at Couchbase, presents a groundbreaking approach in his talk at the conference. He discusses the fusion of machine learning models with modern databases, unlocking unique capabilities for users. The talk outlines the transition from traditional model-building workflows to utilizing current databases for enhanced machine learning outcomes.\n\nAs the volume of data surged over the years, databases became the natural storage choice. Typically, data would be retrieved from databases, transformed into features, and used for model training. In some instances, these features would be stored in feature stores within databases for future use. Real-time model inference was enabled through services or API endpoints for delivering results to end-users.\n\nTo cater to evolving needs, modern databases now integrate features that facilitate machine learning model development. Gregor details the diverse offerings such as supporting common models like linear regression, image classification, and text processing. Moreover, these databases streamline model deployment by eliminating the need for external services for inference. Instead, they offer native interfaces like SQL queries for seamless inferencing.\n\nA notable example shared by Gregor illustrates the creation of a custom model in Python and its integration within Couchbase database. This integration simplifies the inference process by seamlessly incorporating the model into database queries. The talk underscores the profound impact of modern databases in advancing machine learning capabilities.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 2628, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://2024.pycon.de/program/RBNJRK/", + "url": "https://2024.pycon.de/program/RBNJRK/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/Gh9UZ95GBNg/maxresdefault.jpg", + "title": "Select ML from Databases [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=Gh9UZ95GBNg" + } + ] +} diff --git a/pydata-berlin-2024/videos/streamlining-python-development-a-guide-to-a-modern-project-setup-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/streamlining-python-development-a-guide-to-a-modern-project-setup-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..81a2e23da --- /dev/null +++ b/pydata-berlin-2024/videos/streamlining-python-development-a-guide-to-a-modern-project-setup-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/CBVTEG/\n\n\ud83c\udf93 Watch as Florian Wilhelm, Head of Data Science, simplifies Python project management in 'Streamlining Python Development: A Guide to a Modern Project Setup,' offering invaluable insights into Hatch, pyproject.toml, unit testing, mypy, and the r\n\nSpeakers:\nFlorian Wilhelm\n\nDescription:\nIn a talk titled \"Streamlining Python Development: A Guide to a Modern Project Setup,\" Florian Wilhelm, Head of Data Science & Mathematical Modeling at inovex GmbH, introduces beginners to effective Python project management techniques. The presentation focuses on utilizing tools like Hatch for project management and emphasizes the importance of `pyproject.toml` for streamlined configuration. The session covers key aspects such as organizing directories, implementing unit testing for code reliability, and utilizing mypy for type checking to enhance code quality. Attendees will also gain insights into ruff, a modern linter replacing black, isort, and flake8, for maintaining Python coding standards. The talk equips Python enthusiasts with a comprehensive toolkit to implement the latest practices in Python development, ensuring a solid foundation for creating high-quality applications.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1793, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/CBVTEG/", + "url": "https://2024.pycon.de/program/CBVTEG/" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/Qwu11p41YF0/maxresdefault.jpg", + "title": "Streamlining Python Development: A Guide to a Modern Project Setup [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=Qwu11p41YF0" + } + ] +} diff --git a/pydata-berlin-2024/videos/streamlining-python-development-a-practical-approach-to-ci-cd-with-github-actions.json b/pydata-berlin-2024/videos/streamlining-python-development-a-practical-approach-to-ci-cd-with-github-actions.json new file mode 100644 index 000000000..a708ca94d --- /dev/null +++ b/pydata-berlin-2024/videos/streamlining-python-development-a-practical-approach-to-ci-cd-with-github-actions.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/YHMUCL/\n\n\ud83c\udf93 Watch how to streamline your Python development with GitHub Actions, ensuring project resilience and enhancing collaboration through CI/CD automation!\n\nSpeakers:\nArtem Kislovskiy\n\nDescription:\nArtem Kislovskiy, a software engineer at the EuroPython Society, shared insights on streamlining Python development through CI/CD with GitHub Actions. Highlighting the importance of minimizing code dependencies for enhanced portability, Artem emphasized the significance of continuous integration and delivery in ensuring project resilience to Python updates and packaging ecosystem changes. By automating processes, developers can achieve peace of mind, improve code maintainability, and foster collaboration. Artem's talk introduced the concept of \"YAML programming\" to aid in constructing efficient CI/CD pipelines using GitHub Actions. Providing valuable tips and tools for writing and debugging YAML scripts, Artem aimed to simplify the automation process and maximize its benefits for Python projects.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-mlops-devops\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1470, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-mlops-devops", + "url": "http://2024.pycon.de/program/categories/pycon-mlops-devops" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "https://2024.pycon.de/program/YHMUCL/", + "url": "https://2024.pycon.de/program/YHMUCL/" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/eNi8ALNKc54/maxresdefault.jpg", + "title": "Streamlining Python Development: A Practical Approach to CI/CD with GitHub Actions", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=eNi8ALNKc54" + } + ] +} diff --git a/pydata-berlin-2024/videos/tackling-the-cold-start-challenge-in-demand-forecasting-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/tackling-the-cold-start-challenge-in-demand-forecasting-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..30c849700 --- /dev/null +++ b/pydata-berlin-2024/videos/tackling-the-cold-start-challenge-in-demand-forecasting-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/H3X3AX/\n\n\ud83c\udf93 Watch experts dive into innovative solutions for tackling the Cold Start Challenge in Demand Forecasting, offering practical insights and a systematic framework to optimize forecasting strategies.\n\nSpeakers:\nAlexander Meier, Daria Mokrytska\n\nDescription:\nIn a compelling talk, Alexander Meier, a Senior Data Scientist, and Daria Mokrytska, an AI Scientist, delve into the complex realm of tackling the Cold Start challenge in Demand Forecasting. The speakers shed light on the issue of limited historical data, particularly prevalent in scenarios like new product launches in Retail. The talk underscores the struggles faced by existing Time Series and Machine Learning models due to their reliance on extensive historical data for effective forecasting.\n\nThe session kicks off with an in-depth examination of established techniques aimed at mitigating the Cold Start problem, such as padding, feature engineering, and leveraging item similarities. Moreover, the speakers delve into cutting-edge strategies like Transfer Learning for Time Series, showcasing evolving trends in the field. \n\nHighlighting the importance of selecting the most fitting approach for a specific dataset or use case, the speakers stress the complexity surrounding this decision-making process. To demystify this challenge, they introduce a practical framework for systematically evaluating diverse forecasting strategies within the Cold Start context. This framework aims to equip attendees with the necessary tools to make informed decisions tailored to their datasets and unique scenarios.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1826, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "https://2024.pycon.de/program/H3X3AX/", + "url": "https://2024.pycon.de/program/H3X3AX/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/dm3lDANtp-0/maxresdefault.jpg", + "title": "Tackling the Cold Start Challenge in Demand Forecasting [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=dm3lDANtp-0" + } + ] +} diff --git a/pydata-berlin-2024/videos/thats-it-dealing-with-unexpected-data-problems-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/thats-it-dealing-with-unexpected-data-problems-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..d356058fc --- /dev/null +++ b/pydata-berlin-2024/videos/thats-it-dealing-with-unexpected-data-problems-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/JKWBBR/\n\n\ud83c\udf93 Watch how Simon Pressler, Data Scientist, shares insights on navigating unexpected data problems and discovering solutions beyond technical fixes in his engaging talk.\n\nSpeakers:\nSimon Pressler\n\nDescription:\nSimon Pressler, a Data Scientist at K\u00f6nigsweg AI GmbH, shared insights on dealing with unexpected data problems. Through his consulting project experiences, he explored the balance between technical solutions and domain knowledge to tackle data issues. The talk emphasized the common frustration of encountering data quality or quantity challenges in innovative projects. Simon discussed strategies to navigate such situations without abandoning the project. He highlighted the importance of maximizing limited data resources, leveraging both technical approaches and domain expertise. The talk also addressed when to adjust project scopes based on data constraints. Despite the obstacles posed by insufficient data, Simon emphasized that valuable insights can still be derived from small datasets with the right approach.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1673, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/JKWBBR/", + "url": "https://2024.pycon.de/program/JKWBBR/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/R7oLrkUrHYM/maxresdefault.jpg", + "title": "That\u2019s it?! Dealing with unexpected data problems [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=R7oLrkUrHYM" + } + ] +} diff --git a/pydata-berlin-2024/videos/the-ai-revolution-will-not-be-monopolized-how-open-source-beats-economies-of-scale-even-for-llms.json b/pydata-berlin-2024/videos/the-ai-revolution-will-not-be-monopolized-how-open-source-beats-economies-of-scale-even-for-llms.json new file mode 100644 index 000000000..441761450 --- /dev/null +++ b/pydata-berlin-2024/videos/the-ai-revolution-will-not-be-monopolized-how-open-source-beats-economies-of-scale-even-for-llms.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/QYPLJE/\n\n\ud83c\udf93 Watch Ines Montani explain why the AI revolution won't be monopolized and how open-source triumphs over economies of scale, even for Large Language Models (LLMs).\n\nSpeakers:\nInes Montani\n\nDescription:\nIn her talk, \"The AI Revolution Will Not Be Monopolized,\" Ines Montani, the CEO of Explosion and a leading developer in AI and NLP technology, challenges the notion of big tech companies monopolizing the AI space. She emphasizes the importance of the open-source model ecosystem and dispels misconceptions about the role of Large Language Models (LLMs) in industry.\n\nMontani highlights that principles of software development such as modularity, testability, and flexibility still hold significant value in the era of LLMs. She showcases practical real-world examples to demonstrate how open-source solutions can offer more transparency and control compared to proprietary systems controlled by tech giants.\n\nBy advocating for a focus on creating systems that align with specific requirements rather than relying on one-size-fits-all solutions offered by large models, Montani encourages the audience to leverage more efficient and manageable AI systems. She empowers developers to question the narrative pushed by big tech companies and instead adopt a mindset that prioritizes explicit functionalities over implicit processes and favors flexible building blocks over monolithic black box solutions.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1775, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/QYPLJE/", + "url": "https://2024.pycon.de/program/QYPLJE/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision", + "url": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/GHKGEnDSVrY/maxresdefault.jpg", + "title": "The AI Revolution Will Not Be Monopolized: How open-source beats economies of scale, even for LLMs", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=GHKGEnDSVrY" + } + ] +} diff --git a/pydata-berlin-2024/videos/the-evolution-of-feature-stores-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/the-evolution-of-feature-stores-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..e716e6510 --- /dev/null +++ b/pydata-berlin-2024/videos/the-evolution-of-feature-stores-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/BNCJPV/\n\n\ud83c\udf93 Watch Olamilekan Wahab discuss the evolution of Feature Stores and their crucial role in bridging the gap between data engineering and machine learning workflows, exploring their history, current landscape, and future potential with the advent of the AI Act.\n\nSpeakers:\nOlamilekan Wahab\n\nDescription:\nOlamilekan Wahab, an Engineering Manager at Zalando, sheds light on the evolution of Feature Stores in the machine learning lifecycle. Feature Stores play a crucial role in bridging data engineering and ML workflows. From Uber's Michelangelo to modern solutions like Feast and Hopsworks, the history and advancement of Feature Stores are explored. The talk also delves into Zalando's success in creating a central Feature Store for seamless feature serving. The future of Feature Stores is envisioned in the context of the AI ACT, discussing regulatory impacts and the potential of federated learning. This insightful session provides a comprehensive overview of Feature Stores and their evolving landscape.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1740, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/BNCJPV/", + "url": "https://2024.pycon.de/program/BNCJPV/" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/48bx6f1qtYM/maxresdefault.jpg", + "title": "The evolution of Feature Stores [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=48bx6f1qtYM" + } + ] +} diff --git a/pydata-berlin-2024/videos/the-key-to-reliability-testing-in-the-field-of-ml-ops-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/the-key-to-reliability-testing-in-the-field-of-ml-ops-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..1d901758e --- /dev/null +++ b/pydata-berlin-2024/videos/the-key-to-reliability-testing-in-the-field-of-ml-ops-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/9PZSBS/\n\n\ud83c\udf93 Watch the experts from idealo.de share their innovative approach and lessons learned from 4 years of experience in testing machine learning components in a dynamic environment.\n\nSpeakers:\nGunar Maiwald, Tobias Senst\n\nDescription:\nGunar Maiwald, a Senior Machine Learning Engineer at idealo.de, and Tobias Senst, also a Senior Machine Learning Engineer, delivered a talk on the importance of testing in ML-Ops. They emphasized the growing significance of testing in the development and operation of machine learning-based components. Gunar and Tobias shared insights from their experience in operating idealo's cataloging system, a platform that handles millions of product offerings from thousands of shops.\n\nThe speakers highlighted that machine learning components should be viewed as part of a complex domain, particularly in an event-driven asynchronous architecture. They stressed the necessity for stable software development and operations in tandem with traditional software components. The talk covered various aspects of a holistic testing approach, including machine learning lifecycle, traditional software testing like unit tests and code coverage, and specific challenges in the ML domain such as testing training pipelines and deployment of inference endpoints.\n\nGunar and Tobias discussed the critical role of logging and monitoring for ensuring safe operations. They showcased their testing strategy developed over 4 years at idealo, featuring tools like PyTest, CDK, Pactman, AWS Sagemaker, Github Actions, OpenSearch Kibana, and Grafana. Attendees gained valuable insights into effective testing methodologies for machine learning systems from the speakers' practical experience and expertise in the field.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-mlops-devops\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 2684, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/9PZSBS/", + "url": "https://2024.pycon.de/program/9PZSBS/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-mlops-devops", + "url": "http://2024.pycon.de/program/categories/pycon-mlops-devops" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/1bUZXfB06z0/maxresdefault.jpg", + "title": "The key to reliability - Testing in the field of ML-Ops [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=1bUZXfB06z0" + } + ] +} diff --git a/pydata-berlin-2024/videos/the-pragmatic-pythonic-data-engineer-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/the-pragmatic-pythonic-data-engineer-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..fdc05f318 --- /dev/null +++ b/pydata-berlin-2024/videos/the-pragmatic-pythonic-data-engineer-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/NYFVLM/\n\n\ud83c\udf93 Watch Robson Junior, a pragmatic Pythonic data engineer, guide you through making practical decisions in data engineering with Python's vast ecosystem, emphasizing the importance of pragmatic thinking for better performance and architecture.\n\nSpeakers:\nRobson Junior\n\nDescription:\nRobson Junior, a Data Engineer with expertise in Python, delivered a talk emphasizing pragmatic decision-making in data engineering. He highlighted the importance of considering individual circumstances over blindly following market trends for optimal performance and architecture. Python's extensive ecosystem facilitates various data engineering tasks, from analysis to pipelines. Throughout the talk, Robson emphasized the significance of practical thinking and incorporating best practices to create efficient data architectures. Attendees gained insights into data cleaning, ingestion, databases, file systems, workflows, and serialization formats, guided by Robson's pragmatic approach to data engineering strategies.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-data-handling-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 2289, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/NYFVLM/", + "url": "https://2024.pycon.de/program/NYFVLM/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering", + "url": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/tSohi4-Pu88/maxresdefault.jpg", + "title": "The pragmatic Pythonic data engineer [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=tSohi4-Pu88" + } + ] +} diff --git a/pydata-berlin-2024/videos/the-secret-life-of-metaclasses-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/the-secret-life-of-metaclasses-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..64a232089 --- /dev/null +++ b/pydata-berlin-2024/videos/the-secret-life-of-metaclasses-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/BKBNRF/\n\n\ud83c\udf93 Watch as Luciano Ramalho and Leonardo Rochael Almeida dive deep into the intriguing world of metaclasses, unveiling the secrets behind Python class creation and metaprogramming magic.\n\nSpeakers:\nLuciano Ramalho, Leonardo Rochael Almeida\n\nDescription:\nLuciano Ramalho, Resident Hacker, and Leonardo Rochael Almeida, Staff Engineer, presented a captivating session on \"The Secret Life of Metaclasses.\" This hands-on coding talk unraveled the mysteries surrounding metaclasses, classes, and decorators in Python programming. Participants learned about the inner workings of Python class creation, attribute lookup, and the impact of decorators and meta-classes on this process. The speakers dived into topics such as normal and special methods, descriptors, method resolution order, and the relationship between instances, classes, and metaclasses. They explained the role of metaclasses in giving classes special methods, intercepting class creation, preparing the class namespace, and detailed the methods `__call__`, `__new__`, and `__init__`. While emphasizing that creating a metaclass is rarely necessary, the speakers provided insights into `__init_subclass__`, class decorators, and capturing descriptor names and ordering. The session concluded with examples and a Q&A session, leaving attendees with a deeper understanding of metaprogramming in Python.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-python-language-ecosystem\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 5263, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem", + "url": "http://2024.pycon.de/program/categories/pycon-python-language-ecosystem" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "https://2024.pycon.de/program/BKBNRF/", + "url": "https://2024.pycon.de/program/BKBNRF/" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/Wdzo8Xyml6M/maxresdefault.jpg", + "title": "The Secret Life of Metaclasses [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=Wdzo8Xyml6M" + } + ] +} diff --git a/pydata-berlin-2024/videos/the-struggles-we-skipped-data-engineering-for-the-tiktok-generation-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/the-struggles-we-skipped-data-engineering-for-the-tiktok-generation-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..5df5048a9 --- /dev/null +++ b/pydata-berlin-2024/videos/the-struggles-we-skipped-data-engineering-for-the-tiktok-generation-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/DWGV7W/\n\n\ud83c\udf93 Watch as two junior data engineers share their unique perspectives on navigating the complexities of data engineering and how Python libraries like dlt are revolutionizing the process, making it easier and more efficient for the TikTok generation.\n\nSpeakers:\nAnuun, Hiba Jamal\n\nDescription:\nAnuun, a Developer Relations professional at dltHub, and Hiba Jamal, a Data Science Working Student at the same company, presented a talk titled \"The Struggles We Skipped: Data Engineering for the TikTok Generation.\" The talk highlighted the evolving landscape of data engineering, especially in the context of Python libraries like dlt making tasks more accessible to the current generation. They focused on the challenges faced by junior data engineers in constructing data pipelines and how tools like dlt simplify tasks such as data extraction, transformation, and loading.\n\nThe speakers shared their experiences, with Anuun discussing the importance of understanding the complexities of data pipeline engineering, while Hiba shared her journey of transitioning from manual data handling to leveraging automation tools like dlt. They showcased how dlt, an open-source Python library, streamlines the process of extracting, normalizing, and loading data from various sources in just a few lines of code. dlt's role in automating tasks that were traditionally cumbersome was emphasized, making it a valuable addition to any company's data stack.\n\nThe talk provided a step-by-step narrative on the challenges of building data pipelines and how dlt addresses these issues, enabling junior data engineers to take on tasks that were previously considered more senior-level. The shift towards greater levels of abstraction in data engineering, facilitated by tools like dlt's declarative incremental loading, was highlighted. An informative and engaging session, the talk underscored the importance of understanding the nuances of data engineering,\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-data-handling-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1755, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/DWGV7W/", + "url": "https://2024.pycon.de/program/DWGV7W/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering", + "url": "http://2024.pycon.de/program/categories/pydata-data-handling-engineering" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/JSn7gqVnvbY/maxresdefault.jpg", + "title": "The Struggles We Skipped: Data Engineering for the TikTok Generation [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=JSn7gqVnvbY" + } + ] +} diff --git a/pydata-berlin-2024/videos/the-taller-the-tree-the-harder-the-fall-determining-tree-height-from-space-using-deep-learning.json b/pydata-berlin-2024/videos/the-taller-the-tree-the-harder-the-fall-determining-tree-height-from-space-using-deep-learning.json new file mode 100644 index 000000000..d6f5b66d6 --- /dev/null +++ b/pydata-berlin-2024/videos/the-taller-the-tree-the-harder-the-fall-determining-tree-height-from-space-using-deep-learning.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/ZFXZHG/\n\n\ud83c\udf93 Watch how Deep Learning and very high resolution satellite imagery are used to accurately determine tree height from space, revolutionizing risk assessment for line infrastructure like power lines.\n\nSpeakers:\nFerdinand Schenck\n\nDescription:\nFerdinand Schenck, a Senior Machine Learning Engineer at LiveEO, shared insights on utilizing Deep Learning for tree height estimation from high-resolution satellite imagery. By transitioning from traditional photogrammetry to a PyTorch-based deep learning model, Mr. Schenck demonstrated significant enhancements in accuracy. The discussion emphasized the crucial role of tree height in assessing risks like interference with power lines. Leveraging advancements in satellite imagery, the team successfully overcame challenges associated with classical methods' inefficacy on vegetation. Through meticulous data labeling efforts and advanced technology, LiveEO now offers improved risk calculations to its clientele by leveraging cutting-edge deep learning techniques.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1792, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/ZFXZHG/", + "url": "https://2024.pycon.de/program/ZFXZHG/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/7bWGLmUbrYI/maxresdefault.jpg", + "title": "\ud83c\udf33 The taller the tree, the harder the fall. Determining tree height from space using Deep Learning \u2026", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=7bWGLmUbrYI" + } + ] +} diff --git a/pydata-berlin-2024/videos/there-is-a-better-way-to-automate-and-manage-your-fluid-simulations.json b/pydata-berlin-2024/videos/there-is-a-better-way-to-automate-and-manage-your-fluid-simulations.json new file mode 100644 index 000000000..bdc82b022 --- /dev/null +++ b/pydata-berlin-2024/videos/there-is-a-better-way-to-automate-and-manage-your-fluid-simulations.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/ML99UB/\n\n0:00 - Introduction\n0:23 - Problem statement\n2:53 - Outline of the solution\n3:25 - Python to automate simulation software\n6:20 - DVC to manage simulations\n14:22 - Jupyter & DVC to create rich analyses\n16:24 - Python to sync simulation data to PowerPoint\n19:19 - SimOps\n20:06 - Outlook\n20:53 - References\n21:10 - Summary\n22:30 - Q&A: Optimizers\n23:01 - Q&A: Large files\n23:17 - Q&A: Open source\n24:14 - Q&A: Manager meetings\n24:28 - Q&A: Self hosting\n24:54 - Q&A: Latex\n25:37 - Q&A: Academia\n25:46 - Q&A: Sync shapes\n26:28 - Q&A: Snakemake\n26:48 - Q&A: DVC development\n\n\ud83c\udf93 Watch how Python and the \"hacker mindset\" revolutionize Computer Aided Engineering workflows, automating tasks and managing data seamlessly for simulation engineers and software engineers alike.\n\nSpeakers:\nJulian Wagensch\u00fctz\n\nDescription:\nJulian Wagensch\u00fctz, a Simulation Engineer at Volkswagen, shares insights on automating and managing fluid simulations using Python in Computer Aided Engineering (CAE). Traditionally, shell scripts have been used for CAE automation, particularly in Computational Fluid Dynamics (CFD), but they pose limitations. Data management is complex due to large simulation data sizes. Julian suggests using Python as an automation and glue language along with Data Version Control (DVC), built on git, to streamline workflows.\n\nHe demonstrates Python's versatility in CAE tasks like exporting CFD results to PowerPoint using python-pptx and optimizing electrical thermal simulations. Julian also showcases the adaptability of DVC beyond its machine learning roots for engineering applications. Benefits include managing simulations, comparing results, and creating meta studies effortlessly.\n\nThe talk is relevant for simulation engineers looking to enhance their workflows and software engineers keen on developing robust simulation tools. Julian also discusses the evolving CAE landscape and proposes enhancements for DVC. His practical examples and future outlook provide valuable insights for professionals in the simulation and engineering domains.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-industry-academia-use-cases\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1631, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/general-industry-academia-use-cases", + "url": "http://2024.pycon.de/program/categories/general-industry-academia-use-cases" + }, + { + "label": "https://2024.pycon.de/program/ML99UB/", + "url": "https://2024.pycon.de/program/ML99UB/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/NGQlSScH97s/maxresdefault.jpg", + "title": "There is a Better Way to Automate and Manage Your (Fluid) Simulations", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=NGQlSScH97s" + } + ] +} diff --git a/pydata-berlin-2024/videos/time-series-anomaly-detection-with-a-human-in-the-loop-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/time-series-anomaly-detection-with-a-human-in-the-loop-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..04f87b233 --- /dev/null +++ b/pydata-berlin-2024/videos/time-series-anomaly-detection-with-a-human-in-the-loop-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/CMMJPN/\n\n\ud83c\udf93 Watch how ZEISS is revolutionizing time series anomaly detection by combining machine learning with human expertise in industry 4.0 solutions.\n\nSpeakers:\nPhilipp Millet\n\nDescription:\nPhilipp Millet, a Machine Learning Engineer at ZEISS Digital Partners, discussed the development of a fully automated time series processing tool for anomaly detection. In the era of industry 4.0, the vast amount of sensor data poses challenges for manual monitoring. The tool conducts unsupervised anomaly detection on unlabelled data and presents potential anomalies to domain experts through a web app. Expert feedback generates a partially labelled dataset, enabling the refinement of anomaly detection algorithms. The framework, utilizing open source tools and cloud deployment, aims to enhance the accuracy of anomaly detection in time series data.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-industry-academia-use-cases\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1799, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "https://2024.pycon.de/program/CMMJPN/", + "url": "https://2024.pycon.de/program/CMMJPN/" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/general-industry-academia-use-cases", + "url": "http://2024.pycon.de/program/categories/general-industry-academia-use-cases" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/OsdDCdQYgEE/maxresdefault.jpg", + "title": "Time series anomaly detection with a human-in-the-loop [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=OsdDCdQYgEE" + } + ] +} diff --git a/pydata-berlin-2024/videos/tutorial-boost-your-data-science-skills-with-the-new-python-in-excel-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/tutorial-boost-your-data-science-skills-with-the-new-python-in-excel-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..5a4b36d5a --- /dev/null +++ b/pydata-berlin-2024/videos/tutorial-boost-your-data-science-skills-with-the-new-python-in-excel-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/UPSJEM/\n\n\ud83c\udf93 Watch how Python in Excel revolutionizes advanced data analytics, unlocking unprecedented data science and machine learning use cases directly in your Excel workbooks.\n\nSpeakers:\nValerio Maggio\n\nDescription:\nValerio Maggio, a data science expert, introduced the new Python in Excel integration created by Microsoft during the tutorial. This innovation enables users to seamlessly embed Python code directly into Excel workbooks for advanced data analytics. Python in Excel leverages the Python Anaconda Distribution running in the Microsoft Cloud, granting immediate access to a wide array of packages essential for data science, visualization, and machine learning applications. The integration automatically integrates the output of Python code executions into the spreadsheet, providing interactive data reports that can be shared with ease. Currently available in public preview for all users on the MS Excel Beta Channel for Windows, Python in Excel offers limitless possibilities for data manipulation, validation, and visualization within the familiar Excel environment. The tutorial focused on exploring the various features and potentials of this integration, guiding attendees through executing Python code in Excel, and culminating in creating a complete machine learning experiment directly within Excel. Familiarity with Excel and Python is the minimal requirement for attendees to benefit from this tutorial. To set up Python in Excel, users need to join the Microsoft 365 Insider Program at the Beta Channel level and can enhance their experience by installing the Excel Labs plugin, which includes a Python editor for easier Python script authoring in Excel. To get hands-on experience, users can download the Financial Sample Excel Workbook provided by Microsoft.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-pydata-scientific-libraries-stack\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 5232, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-pydata-scientific-libraries-stack", + "url": "http://2024.pycon.de/program/categories/pydata-pydata-scientific-libraries-stack" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://2024.pycon.de/program/UPSJEM/", + "url": "https://2024.pycon.de/program/UPSJEM/" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/grnEdWkcchY/maxresdefault.jpg", + "title": "Tutorial Boost your Data Science skills with the new Python in Excel [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=grnEdWkcchY" + } + ] +} diff --git a/pydata-berlin-2024/videos/unleashing-confidence-in-sql-development-through-unit-testing-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/unleashing-confidence-in-sql-development-through-unit-testing-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..0ac75deed --- /dev/null +++ b/pydata-berlin-2024/videos/unleashing-confidence-in-sql-development-through-unit-testing-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/EMZ7L7/\n\n\ud83c\udf93 Watch how Tobias Lampert explores the power of SQL unit testing in ensuring data quality and boosting confidence in SQL development, offering insights into a robust framework tailored for BigQuery.\n\nSpeakers:\nTobias Lampert\n\nDescription:\nTobias Lampert, an Analytics Engineer with vast experience in Data Science and Data Engineering, delivers a compelling talk on \"Unleashing Confidence in SQL Development through Unit Testing.\" In this enlightening session, he sheds light on the significance of SQL unit testing in ensuring data quality within Data Warehouses. By showcasing the challenges faced by data teams in maintaining complex SQL models, Tobias demonstrates how unit testing can validate modeling logic swiftly, preventing modifications from disrupting existing behavior.\n\nThe talk emphasizes the importance of Lotum's SQL unit testing framework, meticulously designed in Python using pytest and tailored for BigQuery. By processing millions of events from mobile games daily, this robust framework facilitates efficient testing, guaranteeing the accuracy of SQL logic. Attendees gain valuable insights into defining test cases with small sets of mock data, enabling the identification of potential code errors with ease.\n\nTobias underlines the necessity of a well-designed unit testing framework in collaborative data model development, highlighting its role in early error detection and maintaining data quality. He explains how SQL unit testing is particularly valuable during the refactoring of existing data models and integration of new data sources, ensuring the preservation of logic, even in edge cases.\n\nThe practical implementation of a SQL unit testing framework is elucidated, focusing on Lotum's pytest-based framework. By delving into the internal workings of the framework, Tobias illustrates how mock data is injected into SQL statements for testing, allowing for case-by-case verification without manual query code modifications.\n\nAttendees are equipped with\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1833, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/EMZ7L7/", + "url": "https://2024.pycon.de/program/EMZ7L7/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/ykNv7FP1494/maxresdefault.jpg", + "title": "Unleashing Confidence in SQL Development through Unit Testing [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=ykNv7FP1494" + } + ] +} diff --git a/pydata-berlin-2024/videos/unlock-the-power-of-dev-containers-build-a-consistent-python-development-environment-in-seconds.json b/pydata-berlin-2024/videos/unlock-the-power-of-dev-containers-build-a-consistent-python-development-environment-in-seconds.json new file mode 100644 index 000000000..2564d8b98 --- /dev/null +++ b/pydata-berlin-2024/videos/unlock-the-power-of-dev-containers-build-a-consistent-python-development-environment-in-seconds.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/UG8THG/\n\n\ud83c\udf93 Watch as Thomas Fraunholz demonstrates how to build a consistent Python development environment in seconds using Dev Containers, saving you time and hassle with each new project!\n\nSpeakers:\nThomas Fraunholz\n\nDescription:\nThomas Fraunholz, a Senior Researcher AI with expertise in MLOps, shared insights on unlocking the power of Dev Containers in a recent talk. Dev Containers offer a quick and consistent Python development environment setup, benefiting programmers, data scientists, and machine learning engineers alike. Thomas highlighted the convenience of creating a development environment in seconds, regardless of location or tool preferences. The open-source Development Container Specification eliminates the need to repeatedly set up environments from scratch for new projects. The talk covered setting up a Python environment with focus on package management and GPU support, equipping attendees with the ability to leverage Dev Containers' advantages for seamless work and rapid readiness. If you seek to enhance productivity by eliminating time spent on development environment setups, Thomas's talk on Dev Containers is a valuable resource. Thomas's background in AI-driven cybersecurity at Smart Cyber Security GmbH adds depth to his insights, making this talk a must-attend for those eager to streamline their development workflows.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-programming-software-engineering\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 2759, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering", + "url": "http://2024.pycon.de/program/categories/pycon-programming-software-engineering" + }, + { + "label": "https://2024.pycon.de/program/UG8THG/", + "url": "https://2024.pycon.de/program/UG8THG/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/Uhf9JDsKao0/maxresdefault.jpg", + "title": "Unlock the Power of Dev Containers: Build a Consistent Python Development Environment in Seconds!", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=Uhf9JDsKao0" + } + ] +} diff --git a/pydata-berlin-2024/videos/using-llms-to-create-knowledge-graphs-from-a-large-corpus-of-parliamentary-debates.json b/pydata-berlin-2024/videos/using-llms-to-create-knowledge-graphs-from-a-large-corpus-of-parliamentary-debates.json new file mode 100644 index 000000000..8afde9258 --- /dev/null +++ b/pydata-berlin-2024/videos/using-llms-to-create-knowledge-graphs-from-a-large-corpus-of-parliamentary-debates.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/LWWQ9U/\n\n\ud83c\udf93 Watch as Usman, a Machine Learning Engineer, showcases the power of using Large Language Models to create knowledge graphs from parliamentary debates, revolutionizing the way we extract and analyze information.\n\nSpeakers:\nUsman\n\nDescription:\nUsman, a Machine Learning Engineer at Xebia Data, delivered an insightful talk on utilizing Large Language Models (LLMs) to construct knowledge graphs from extensive parliamentary debate documents. While LLMs exhibit robust performance, challenges arise with large input contexts. Usman highlighted the limitations of LLMs and Retrieval Augmented Generation (RAG) in addressing complex queries spanning multiple documents. To tackle this, Usman proposed leveraging LLMs for entity extraction to populate structured knowledge graphs. By showcasing a practical implementation on parliamentary debates, he illustrated how this approach enhances downstream analytics. The talk covered the basics of knowledge graphs, the process of creating them with LLMs, and the application of Text2SQL for data retrieval. Usman's presentation shed light on the potential of integrating LLMs into knowledge graph creation for more effective data analysis, bridging the gap between theoretical advancements and practical implementation.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 2078, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision", + "url": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision" + }, + { + "label": "https://2024.pycon.de/program/LWWQ9U/", + "url": "https://2024.pycon.de/program/LWWQ9U/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/vK5c32swkVI/maxresdefault.jpg", + "title": "Using LLMs to Create Knowledge Graphs From a Large Corpus of Parliamentary Debates", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=vK5c32swkVI" + } + ] +} diff --git a/pydata-berlin-2024/videos/when-and-how-to-start-coding-with-kids-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/when-and-how-to-start-coding-with-kids-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..859a40ce9 --- /dev/null +++ b/pydata-berlin-2024/videos/when-and-how-to-start-coding-with-kids-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/UBNVYW/\n\n\ud83c\udf93 Watch Anna-Lena Popkes share valuable insights on when and how to start teaching kids how to code, unraveling the benefits and best approaches from a scientific perspective.\n\nSpeakers:\nAnna-Lena Popkes\n\nDescription:\nAnna-Lena Popkes, a Senior Machine Learning Engineer, shares her passion for teaching Python and coding with kids. She highlights the importance of introducing children to coding early on to enhance logical reasoning skills and attention to detail. In her talk, Anna-Lena explores the scientific perspective on when and how to start teaching kids to code, considering factors like brain development and learning abilities. She addresses common questions such as the optimal age to begin coding and the benefits it brings for children's future. By emphasizing the fun aspect of coding, Anna-Lena advocates for early exposure to coding to nurture children's skills and open doors for their development. She suggests using learning platforms and tutorials as starting points for kids to embark on their coding journey, emphasizing the growing value of coding skills in today's technology-driven world.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 2375, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else", + "url": "http://2024.pycon.de/program/categories/general-community-diversity-career-life-and-everything-else" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "https://2024.pycon.de/program/UBNVYW/", + "url": "https://2024.pycon.de/program/UBNVYW/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/DaaD1QDVmt8/maxresdefault.jpg", + "title": "When and how to start coding with kids [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=DaaD1QDVmt8" + } + ] +} diff --git a/pydata-berlin-2024/videos/which-kind-of-software-tests-do-i-really-need-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/which-kind-of-software-tests-do-i-really-need-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..adaf4b917 --- /dev/null +++ b/pydata-berlin-2024/videos/which-kind-of-software-tests-do-i-really-need-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 24.04.2024\nhttps://2024.pycon.de/program/PVLTD3/\n\n\ud83c\udf93 Watch Pascal Puchtler unravel the complexities of software testing methodologies and guide you in selecting the right tests for enhanced software delivery.\n\nSpeakers:\nPascal Puchtler\n\nDescription:\nIn a talk by Pascal Puchtler, a freelancer specializing in software testing with Python, the importance of choosing the right software testing methodologies is emphasized. From Manual and A/B Testing to Unit and Performance Tests, the presentation aims to guide developers and QA professionals in making informed decisions for enhanced software delivery. Participants will explore the various testing approaches available, understanding the unique purposes served by each method in the software development life cycle. The talk will delve into the factors influencing the selection of appropriate testing methods, addressing the advantages and limitations of different testing types with practical examples. Attendees will gain insights into evolving industry best practices, enabling them to adapt their testing strategies to the demands of modern software development. By the end of the session, participants will have an overview of the diverse landscape of software testing and the knowledge needed to choose the most relevant types of tests for their specific projects. The presentation aims to empower developers, QA professionals, and project managers to optimize their testing efforts for efficient and effective software delivery.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-testing\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 1805, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/PVLTD3/", + "url": "https://2024.pycon.de/program/PVLTD3/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-testing", + "url": "http://2024.pycon.de/program/categories/pycon-testing" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/x4Ki5-0syUg/maxresdefault.jpg", + "title": "Which kind of software tests do I really need? [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=x4Ki5-0syUg" + } + ] +} diff --git a/pydata-berlin-2024/videos/whispered-secrets-building-an-open-source-tool-to-live-transcribe-summarize-conversations.json b/pydata-berlin-2024/videos/whispered-secrets-building-an-open-source-tool-to-live-transcribe-summarize-conversations.json new file mode 100644 index 000000000..95b028641 --- /dev/null +++ b/pydata-berlin-2024/videos/whispered-secrets-building-an-open-source-tool-to-live-transcribe-summarize-conversations.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/7898PU/\n\n\ud83c\udf93 Watch as John Sandall takes you on a journey to build a real-time, on-device GenAI-powered application for live transcription and summarization using open-source components, no ML expertise required!\n\nSpeakers:\nJohn Sandall\n\nDescription:\nJohn Sandall, CEO of Coefficient, will be sharing his insights on building an open-source tool for live transcription and conversation summarization during his talk. The session will guide participants through creating a real-time GenAI-powered application that operates offline, ensuring data privacy. Attendees will learn to construct a live streaming voice-to-text transcription pipeline along with an LLM-based conversation summarization layer. The presentation will include a practical demonstration using open-source Python libraries such as Streamlit for the frontend and Django for the backend. The talk is tailored for Python enthusiasts, requiring no prior ML expertise, and aims to empower attendees to design personalized, specialized tools for their unique needs. By demonstrating the simplicity of building LLM-based applications, John will inspire the audience to explore the vast possibilities offered by open-source AI components. Attendees can expect engaging live demos, plenty of Python code, and GitHub resources for hands-on experimentation. The talk will showcase the ease of integrating various tools like Whisper for transcription, LangChain for summarization, and Django for web API, highlighting the accessibility and versatility of modern open-source AI solutions.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-generative-ai\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1569, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + }, + { + "label": "https://2024.pycon.de/program/7898PU/", + "url": "https://2024.pycon.de/program/7898PU/" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-generative-ai", + "url": "http://2024.pycon.de/program/categories/pydata-generative-ai" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/C8gm8S90Ys4/maxresdefault.jpg", + "title": "Whispered Secrets: Building An Open-Source Tool To Live Transcribe & Summarize Conversations", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=C8gm8S90Ys4" + } + ] +} diff --git a/pydata-berlin-2024/videos/would-you-rely-on-chatgpt-to-dial-911-a-talk-on-balancing-determinism-and-probabilism-in-productio.json b/pydata-berlin-2024/videos/would-you-rely-on-chatgpt-to-dial-911-a-talk-on-balancing-determinism-and-probabilism-in-productio.json new file mode 100644 index 000000000..6fef2dc3e --- /dev/null +++ b/pydata-berlin-2024/videos/would-you-rely-on-chatgpt-to-dial-911-a-talk-on-balancing-determinism-and-probabilism-in-productio.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 23.04.2024\nhttps://2024.pycon.de/program/YPKKQF/\n\n\ud83c\udf93 Watch Nicolas Guenon des Mesnards discuss the crucial balance between determinism and probabilism in production machine learning systems and learn how to ensure reliability even in critical scenarios like dialing 911.\n\nSpeakers:\nNicolas Guenon des Mesnards\n\nDescription:\nNicolas Guenon des Mesnards, a Sr. ML Engineer at GitGuardian, will deliver a talk on balancing determinism and probabilism in production machine learning systems. The presentation will explore the necessity of integrating deterministic and probabilistic models to enhance the robustness and controllability of ML systems. Nicolas will draw from his experience at Amazon Alexa and GitGuardian to illustrate the advantages of each model type and how to effectively combine them for optimal performance in real-world scenarios. The talk will cover practical examples in classification and Generative AI, offering insights into pitfalls, shortcuts, and tricks for developing competent and reliable models. The session will be structured into an introduction to both model types, case studies, and a Q&A segment, catering to ML engineers, data scientists, and academic researchers involved in ML system design and implementation. Attendees can expect to gain a deeper understanding of model integration, strategies for combining deterministic and probabilistic models, and real-world applications of this synergy. The presentation aims to provide actionable knowledge and insights into the future trends of model integration in machine learning systems.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 1726, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "https://2024.pycon.de/program/YPKKQF/", + "url": "https://2024.pycon.de/program/YPKKQF/" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision", + "url": "http://2024.pycon.de/program/categories/pydata-natural-language-processing-computer-vision" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/UIFwRXYKHgw/maxresdefault.jpg", + "title": "Would you rely on ChatGPT to dial 911? A talk on balancing determinism and probabilism in productio\u2026", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=UIFwRXYKHgw" + } + ] +} diff --git a/pydata-berlin-2024/videos/you-shall-not-pass-strengthen-your-python-code-against-attacks-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/you-shall-not-pass-strengthen-your-python-code-against-attacks-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..4cca17118 --- /dev/null +++ b/pydata-berlin-2024/videos/you-shall-not-pass-strengthen-your-python-code-against-attacks-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/7LQEJ3/\n\n\ud83c\udf93 Watch how to fortify your Python code against attacks and safeguard your application from malicious intruders in this insightful talk by Antonia Scherz and Roman Krafft.\n\nSpeakers:\nAntonia Scherz, Roman Krafft\n\nDescription:\nAt the \"You shall not pass! \ud83e\uddd9 Strengthen your python code against attacks\" talk, Antonia Scherz from PD - Berater der \u00f6ffentlichen Hand and Roman Krafft from PD - Consultant of the Public Sector GmbH will guide attendees through enhancing the security of Python applications. The speakers shed light on the risks of leaked credentials and common entry points for attackers, emphasizing the need for robust security measures. They delve into password cracking techniques, essential IT security practices, and vulnerabilities specific to Python coding. Through case studies and practical examples, they showcase how to shield against potential attacks and strengthen code integrity. By the end of the talk, listeners will grasp key security principles and be equipped to fortify their Python projects against malicious intrusions.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pycon-security\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.", + "duration": 2587, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://2024.pycon.de/program/7LQEJ3/", + "url": "https://2024.pycon.de/program/7LQEJ3/" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://2024.pycon.de/program/categories/pycon-security", + "url": "http://2024.pycon.de/program/categories/pycon-security" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/2DuJMUmEx-U/maxresdefault.jpg", + "title": "You shall not pass! \ud83e\uddd9 Strengthen your python code against attacks. [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=2DuJMUmEx-U" + } + ] +} diff --git a/pydata-berlin-2024/videos/your-model-probably-memorized-the-training-data-pycon-de-pydata-berlin-2024.json b/pydata-berlin-2024/videos/your-model-probably-memorized-the-training-data-pycon-de-pydata-berlin-2024.json new file mode 100644 index 000000000..7de558ff7 --- /dev/null +++ b/pydata-berlin-2024/videos/your-model-probably-memorized-the-training-data-pycon-de-pydata-berlin-2024.json @@ -0,0 +1,60 @@ +{ + "description": "\ud83d\udd0a Recorded at PyCon DE & PyData Berlin 2024, 22.04.2024\nhttps://2024.pycon.de/program/BFF9VA/\n\n\ud83c\udf93 Watch as privacy activist and data scientist Katharine Jarmul reveals the hidden truth about deep learning models memorizing training data and explores the legal risks and privacy implications associated with it.\n\nSpeakers:\nKatharine Jarmul\n\nDescription:\nKatharine Jarmul, a Principal Data Scientist at Thoughtworks, delivered a talk shedding light on the likelihood of deep learning models memorizing training data. She emphasized that even large models like language and multi-modal models are not immune to this phenomenon. Jarmul discussed the active research on deep learning memorization and its implications, highlighting scenarios where memorization could be beneficial and the associated legal and privacy risks. The talk covered various aspects including the mathematical rationale behind model memorization, successful attacks on deep learning models to extract memorized data, and the social and legal consequences of using such data. Jarmul also explored potential solutions like differential privacy, federated models, and distillation techniques to mitigate the risks posed by model memorization. Ultimately, the talk aimed to raise awareness about the issues surrounding model memorization and advocate for thoughtful consideration of privacy and security within data science workflows.\n\n\u2b50\ufe0f About PyCon DE & PyData Berlin:\nThe PyCon DE & PyData conference unite the Python, AI, and data science communities, offering a unique platform for collaboration and innovation. The PyCon DE & PyData Berlin 2024 conference, hosted in partnership with the local Berlin PyData chapter, provided an exceptional experience, fostering deeper connections within the Python community while showcasing advancements in AI and data science. Attendees enjoyed a diverse and engaging program, solidifying the event as a highlight for Python and AI enthusiasts nationwide.\n\nFollow us:\n \u2022 LinkedIn: https://www.linkedin.com/company/28908640/\n \u2022 X: https://www.x.com/pyconde\n \u2022 X: https://www.x.com/pydataberlin\n\nLinks:\n \u2022 Conference website: http://pycon.de\n \u2022 Related sessions: http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats\n\nThe conference is organized by\n \u2022 Python Softwareverband e.V.: http://pysv.org\n \u2022 NumFOCUS Inc.: http://numfocus.org\n \u2022 Pioneers Hub gemeinn\u00fctzige GmbH: http://pioneershub.org\n\n\nIf you enjoyed this session, please like, comment, and subscribe to our channel for more insightful talks and discussions.\nShare this video with your network to spread the knowledge!\n\nHashtags:\n#Python #PyConDE #PyData #OpenSource #AI #DataScience #MachineLearning #SoftwareDevelopment #LLMs #Community\n\nAcknowledgements:\nSpecial thanks to all the volunteers and sponsors who made this event possible.\n\nAbout:\nPython Softwareverband e.V.:\nPySV is a non-profit that promotes the use and development of Python in Germany through events, education, and advocacy, fostering an open Python community.\n\nNumFOCUS Inc.\nsupports open-source scientific computing by providing financial and logistical support to key projects like NumPy and Jupyter, promoting sustainable development and collaboration.\n\nPioneers Hub gemeinn\u00fctzige GmbH:\nis a non-profit fostering innovation in AI and tech by connecting experts and promoting knowledge exchange through events and collaborative initiatives.\nwww.pydata.org\n\nPyData is an educational program of NumFOCUS, a 501(c)3 non-profit organization in the United States. PyData provides a forum for the international community of users and developers of data analysis tools to share ideas and learn from each other. The global PyData network promotes discussion of best practices, new approaches, and emerging technologies for data management, processing, analytics, and visualization. PyData communities approach data science using many languages, including (but not limited to) Python, Julia, and R.", + "duration": 2715, + "language": "eng", + "recorded": "2024-06-14", + "related_urls": [ + { + "label": "Conference Website", + "url": "https://2024.pycon.de/" + }, + { + "label": "https://www.x.com/pyconde", + "url": "https://www.x.com/pyconde" + }, + { + "label": "https://www.linkedin.com/company/28908640/", + "url": "https://www.linkedin.com/company/28908640/" + }, + { + "label": "http://numfocus.org", + "url": "http://numfocus.org" + }, + { + "label": "http://pycon.de", + "url": "http://pycon.de" + }, + { + "label": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats", + "url": "http://2024.pycon.de/program/categories/pydata-machine-learning-deep-learning-stats" + }, + { + "label": "http://pioneershub.org", + "url": "http://pioneershub.org" + }, + { + "label": "https://www.x.com/pydataberlin", + "url": "https://www.x.com/pydataberlin" + }, + { + "label": "https://2024.pycon.de/program/BFF9VA/", + "url": "https://2024.pycon.de/program/BFF9VA/" + }, + { + "label": "http://pysv.org", + "url": "http://pysv.org" + } + ], + "speakers": [ + "TODO" + ], + "tags": [], + "thumbnail_url": "https://i.ytimg.com/vi/LhtYoASCEoM/maxresdefault.jpg", + "title": "Your Model _Probably_ Memorized the Training Data [PyCon DE & PyData Berlin 2024]", + "videos": [ + { + "type": "youtube", + "url": "https://www.youtube.com/watch?v=LhtYoASCEoM" + } + ] +}