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KaniskaEr/README.md

👋 Hi, I’m Kaniska Er

🌟 Passionate about Data Science | AI | Machine Learning | SQL | Python | Analytics
💻 Aspiring Data Analyst with hands-on experience in EDA, SQL queries, Machine Learning models, and dashboarding.
🚀 Currently working on projects that combine data-driven insights with AI-powered applications.

🔮 About Me

  • 🎯 Focused on becoming a Data Analyst / Data Scientist
  • 📊 Skilled in Python, Pandas, NumPy, SQL, Matplotlib, Seaborn, Power BI
  • 🤖 Exploring AI & NLP
  • 📚 Lifelong learner, always working on new projects to sharpen problem-solving

📂 Featured Projects

📊 Sales Data Analysis – Customer & Product Insights

  • EDA + SQL queries on Superstore dataset
  • Business insights on customers, regions, profitability
  • Visualizations (Bar, Line, Pie, Boxplots)

📚 Book Store Web Scraping & EDA

  • Scraped data (title, price, rating, availability) using BeautifulSoup
  • Converted star ratings, saved to CSV, and performed analysis
  • Visualized book trends with Matplotlib & Pandas

🍽️ Restaurant Ratings Analysis (Power BI Dashboard)

  • Interactive Power BI dashboard analyzing restaurants, cuisines & customer ratings
  • Insights on demographics, cuisine preferences, and performance metrics

🔮 Gemini-AI: KANI’s GPT

  • Streamlit web app using Google Generative AI (Gemini Pro)
  • Ask questions and get AI-powered answers in real-time

🛠️ Tech Stack

  • Programming: Python, SQL
  • Libraries: Pandas, NumPy, Matplotlib, Seaborn, BeautifulSoup
  • Databases: MySQL, PostgreSQL, SQLite
  • Visualization: Power BI, Matplotlib, Seaborn
  • Tools: GitHub, Jupyter Notebook, Streamlit

📈 GitHub Stats

Kaniska’s GitHub stats

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📬 Connect with Me

⭐️ “Data turns into insights, and insights drive decisions — I aim to bridge the gap with analytics & AI.”

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  1. Book-Store-Web-Scraping-EDA Book-Store-Web-Scraping-EDA Public

    Book Store Web Scraping & EDA Project is a Python-based project that scrapes book data from Books to Scrape, cleans and structures it, and performs exploratory data analysis (EDA). It generates ins…

    Jupyter Notebook

  2. Sales-Data-Analysis-Customer-Product-Insights Sales-Data-Analysis-Customer-Product-Insights Public

    Sales Data Analysis – Customer & Product Insights Analyzed Superstore sales data using Python and SQL to uncover customer trends, product performance, and regional profitability. Includes data clea…

    Jupyter Notebook

  3. Restaurant_Rating_Analysis_project Restaurant_Rating_Analysis_project Public

    Restaurant Ratings Analysis is a data analytics project that explores consumer preferences, restaurant details, cuisines, and ratings to uncover insights into dining behavior. Using Power BI dashbo…

  4. Gemini-AI Gemini-AI Public

    KANI's GPT 🔮 A simple Streamlit web app that integrates with Google's Gemini API (via google-generativeai) to answer user questions using state-of-the-art language models.

    Python