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23 changes: 23 additions & 0 deletions
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our-initiatives/Nexus-Labs/Research Pillars/ai-for-biomedicine.md
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| # 🧬 AI for Biomedicine | ||
| ### *AI systems that advance biology, medicine, and healthcare.* | ||
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| This pillar applies machine intelligence to understand biological systems, support clinical decisions, and accelerate discoveries. | ||
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| ## 🔍 Research Areas | ||
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| - Medical imaging and diagnostics | ||
| - Molecular biology, genomics & drug discovery | ||
| - Public health and epidemiological modelling | ||
| - Personalised & preventive medicine | ||
| - Clinical decision support | ||
| - Computational physiology | ||
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| --- | ||
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| ## 🎯 Impact | ||
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| From early detection to personalised treatment pathways, biomedically-aligned AI drives meaningful real-world impact, and saves lives. | ||
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| [← Back to Nexus Labs](/our-initiatives/Nexus-Labs/) |
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our-initiatives/Nexus-Labs/Research Pillars/computational-foundations.md
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| # 📐 Computational Foundations | ||
| ### *The mathematical bedrock of modern AI.* | ||
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| This pillar advances the theoretical and algorithmic structures behind AI systems. | ||
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| --- | ||
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| ## 🔍 Research Areas | ||
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| - Machine learning theory | ||
| - Optimisation and numerical computation | ||
| - Statistical methods | ||
| - Logic, reasoning, and knowledge representation | ||
| - Probabilistic modelling | ||
| - Decision theory and planning | ||
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| --- | ||
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| ## 🎯 Why It Matters | ||
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| Robust theory creates scalable, explainable, and reliable AI systems, forming the foundation of all other pillars. | ||
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| [← Back to Nexus Labs](/our-initiatives/Nexus-Labs/) |
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our-initiatives/Nexus-Labs/Research Pillars/embodied-intelligence.md
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| # 🤖 Embodied Intelligence | ||
| ### *Where physical interaction becomes intelligence.* | ||
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| **Embodied Intelligence** studies how intelligence emerges from interacting with the physical world, blending robotics, perception, control, and agentic reasoning. | ||
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| ## 🔍 Research Areas | ||
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| - Robot learning and control | ||
| - Multi-agent systems | ||
| - Human–robot interaction | ||
| - Vision-language-action models | ||
| - Sim2Real transfer | ||
| - Embodied cognition | ||
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| ## 🧩 What We Explore | ||
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| Projects span robotic locomotion, manipulation, reinforcement learning for control, and real-world deployment of embodied agents. | ||
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| [← Back to Nexus Labs](/our-initiatives/Nexus-Labs/) |
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our-initiatives/Nexus-Labs/Research Pillars/human-centered-ai.md
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| # 🧑🤝🧑 Human-Centered Artificial Intelligence | ||
| ### *AI built for humans, with humans, and around human values.* | ||
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| This pillar focuses on AI systems that remain interpretable, trustworthy, ethical, and collaborative. | ||
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| ## 🔍 Research Areas | ||
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| - Visual computing and multimodal perception | ||
| - Explainability, transparency, and safety | ||
| - Human–AI interaction and collaboration | ||
| - Human-in-the-loop learning | ||
| - Evaluation frameworks for responsible AI | ||
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| ## 🎯 Our Goal | ||
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| AI should augment human abilities, not replace them, while remaining accountable to the people it serves. | ||
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| [← Back to Nexus Labs](/our-initiatives/Nexus-Labs/) |
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| # 📘 Nexus Labs | ||
| ### *The UK’s Largest Student-Run AI Research Labs* | ||
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| Welcome to the **Nexus Labs**, the research division of the **UCL Artificial Intelligence Society**, where students, researchers, and innovators collaborate to build the next generation of AI systems. | ||
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| Our mission is simple: **empower students to produce high-quality, impactful AI research** through structure, mentorship, and visibility on a larger stage. | ||
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| ## 🌟 What We Are | ||
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| Nexus Labs is UCL’s central hub for student-powered AI research. | ||
| We provide: | ||
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| - 👥 Research communities organised into thematic pillars | ||
| - 🛠️ Skill-building workshops, seminars, and technical mentorship | ||
| - 📊 Demo days, poster sessions, and peer evaluation | ||
| - 🔬 Access to advanced research tools | ||
| - 🎤 Presentation opportunities with academics and industry | ||
| - 🏆 Support in preparing submissions for top conferences | ||
| - NeurIPS, ICML, ICLR | ||
| - CVPR, ACL, EMNLP | ||
| - SIGGRAPH, ICRA, IROS, CHI, UIST, and more | ||
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| ## 🧭 Our Research Pillars | ||
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| Explore our four core pillars: | ||
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| - 🧬 [AI for Biomedicine](our-initiatives/Nexus-Labs/Research Pillars/ai-for-biomedicine.md) | ||
| - 📐 [Computational Foundations](our-initiatives/Nexus-Labs/Research Pillars/computational-foundations.md) | ||
| - 🤖 [Embodied Intelligence](our-initiatives/Nexus-Labs/Research Pillars/embodied-intelligence.md) | ||
| - 🧑🤝🧑 [Human-Centered Artificial Intelligence](our-initiatives/Nexus-Labs/Research Pillars/human-centered-ai.md) | ||
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| ## 🧪 Research Tracks | ||
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| ### 🎓 Advanced Track | ||
| For experienced student-researchers ready to commit to ambitious, high-impact projects. | ||
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| - Intensive mentorship | ||
| - Structured research expectations | ||
| - Professional guidance | ||
| - Eligibility for advanced computational resources | ||
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| Members struggling to maintain the required pace may be moved to the **Exploratory Track** for a more flexible environment. | ||
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| ### 🌱 Exploratory Track | ||
| For students exploring AI research or developing early-stage ideas. | ||
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| - Foundational workshops | ||
| - Light mentorship | ||
| - Emphasis on creativity and experimentation | ||
| - Access to all Nexus Labs events | ||
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| ## 🛠️ Research Framework | ||
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| Our structured research cycle ensures meaningful growth for all students: | ||
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| 1. **Pillar Pools** — Join a community aligned with your interests | ||
| 2. **Team Formation** — We help match complementary skills | ||
| 3. **Workshops & Seminars** — Held bi-monthly across all pillars | ||
| 4. **Peer Evaluation** — Demos and poster sessions to refine work | ||
| 5. **Visibility** — Public presentations and showcase events | ||
| 6. **Conference Preparation** — Support for writing & submitting papers | ||
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| ## 📅 Timeline & Research Culture | ||
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| Key conferences our teams target: | ||
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| - **NeurIPS • ICML • ICLR** | ||
| - **CVPR • SIGGRAPH • IROS** | ||
| - **ACL • EMNLP** | ||
| - **CHI • UIST** | ||
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| Throughout the year, we emphasise: | ||
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| - ❓ *Be specific. Keep questioning.* | ||
| - 🔄 *Stay connected. Stay motivated.* | ||
| - 🔍 *Research thoroughly.* | ||
| - 🧩 *Build and prove ASAP.* | ||
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| sidebar_position: 2 | ||
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| # 0: Introduction to AI | ||
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| **Date: 2nd October 2024** | ||
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| 💡 We're excited to present our **Introduction to Artificial Intelligence** tutorial session! In this session, we'll take you on a journey to understand the different perspectives on AI and its evolution. We will also cover definitions of the key components of AI, including **Machine Learning** (ML) and **Deep Learning** (DL). **Generative AI**, especially models like GPT-3 and updated versions of this, has created significant attention in recent years. These models have demonstrated the ability to **generate human-like text and creative content** across multiple areas, ranging from **text to image and audio synthesis**. We will showcase some of these examples in the session! Please note that though this session is introducing what AI is in general, we will be mainly **focusing our series on ML**. 💡 | ||
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| You can access our **demonstration notebook** here: 📘 [**Tutorial 0 Notebook**](https://github.com/UCLAIS/ml-tutorials-season-5/blob/main/week-0/ai_code_examples.ipynb) | ||
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| You can access our **slides** here: 💻 [**Tutorial 0 Slides**](https://www.canva.com/design/DAGSEETkOlo/6odBSGgHuNmrCqUAUwCbAA/view?utm_content=DAGSEETkOlo&utm_campaign=designshare&utm_medium=link&utm_source=editor) | ||
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| The **recording** from this session is available here: 🎤 [**Tutorial 0 Recording**](https://youtu.be/3E5aampSpvc) |
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