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upamada-ekanayake/README.md

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👋 Hi, I'm Upamada Ekanayake

🚀 AI & Data Science Student | Python • Java • Machine Learning

A passionate learner building practical, production-ready AI systems with real-world impact.

🔥 About Me

  • 🎓 AI / Data Science Student
  • 📈 Strong interest in Machine Learning for Finance & Trading
  • 🧠 Focused on clean ML pipelines, evaluation, and explainability
  • 🧩 Strong in Python, Java, SQL, and problem-solving
  • 🎯 Goal: Become a Skilled AI Engineer

🛠️ Tech Stack

Languages

AI & Machine Learning

Tools

⭐ Featured Projects

📈 Stock Price Trend Predictor (Production ML System)


Python • Scikit-learn • Time Series
Production-grade ML system to predict short-term stock market trend direction using OHLCV data, regime detection, and explainable models.

🔹 No data leakage
🔹 Chronological train/val/test splits
🔹 Tree-based models + tuning
🔹 Market regime detection
🔹 Generalization tested on SPY

🔗 View Repository

🔹 AI Finance Tool (Python + APIs)


Automated financial data tracking, API integrations, and analytics dashboards.

🎬 Movie Booking Website (Java + SQL)


Full-featured booking system with authentication and database integration.

🌐 Portfolio Website (HTML / CSS / JS)


Personal portfolio website built for recruiters and showcasing projects.

🧭 Learning Journey & Timeline

📘 2024 Apr — Started Data Science / AI Degree
☕ 2024 — Learned Java fundamentals
🌐 2024 — Built first Java-based website
🐍 2025 — Learned Python for data analysis
🛠️ 2025 — Built Java project with MySQL backend
🗄️ 2025 — SQL integration & backend development
🎨 2025 — Full-stack Java website (HTML, CSS, Tailwind)
🤖 2025 — First Machine Learning project in Python
📈 2026 — Built Production-Grade Stock Price Trend Predictor

📊 GitHub Stats

GitHub Stats Top Langs

📞 Contact Me

⭐ "Small daily progress leads to big success."

Popular repositories Loading

  1. upamada-ekanayake upamada-ekanayake Public

    My official GitHub profile repository

  2. upamada-ekanayake.github.io upamada-ekanayake.github.io Public

    My personal portfolio website

    HTML

  3. Student-Support-AI Student-Support-AI Public

    "A mental health helper bot for students using Python and NLP.

    Python

  4. SL-Personal-Finance-Advisor SL-Personal-Finance-Advisor Public

    A beginner AI project to help Sri Lankans manage money

    Jupyter Notebook

  5. SmartRecyclerCloud SmartRecyclerCloud Public

  6. -FocusGuard-AI-Drowsiness-Detector- -FocusGuard-AI-Drowsiness-Detector- Public

    🚗💤 Real-time Drowsiness Detector built with Python, OpenCV & MediaPipe. This AI application monitors eye states using Facial Landmark Mesh and Eye Aspect Ratio (EAR) logic. It triggers instant visu…

    Python