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MagCha/README.md

Hey, I'm Abel Shaji! 👋

🧠 AI/ML Builder · 🚀 Hackathon Hacker · 🛠️ Problem Solver from Kerala, India

I build things that think — from neural nets written by hand to AI tools that solve real-world problems.

Email LinkedIn GitHub


🔥 Featured Projects

Smart India Hackathon 2025 | AI-Driven Fleet Induction Planning

Automates the nightly scheduling of 25 Kochi Metro trainsets using multi-objective optimization (NSGA-II) and Explainable AI (SHAP/LIME). Manages 6 interdependent variables — fitness, maintenance, branding, mileage, cleaning, and stabling — to generate transparent, optimized decisions in real time.

Python · pymoo · scikit-learn · Firebase · SHAP/LIME · Flask


A production-ready Model Context Protocol server for AI-powered document intelligence

Plugs into AI platforms via the MCP protocol to provide smart document processing: summarization, key point extraction, context-aware search, and multi-format support (PDF, DOCX, TXT, ODT and more). Session-managed, token-authenticated, and built for real-world AI integration.

Python · FastAPI/ASGI · MCP Protocol · Puch AI · Vercel


Deep learning, demystified — no frameworks, just NumPy

Built a full multi-layer neural network from the ground up — perceptron to backpropagation — with zero black boxes. Trained and evaluated on Iris and MNIST datasets, complete with loss curves, confusion matrices, and prediction visualizations.

Python · NumPy · Jupyter Notebook · scikit-learn · matplotlib


Low-level systems programming from an ICT internship

Hands-on C++ projects exploring systems programming concepts, data structures, and algorithms as part of a structured ICT internship.

C++


🌱 What I'm Into

Area Focus
🤖 AI / ML Building models from scratch, LLM fine-tuning, optimization algorithms
🛠️ AI Tooling MCP servers, AI-integrated backends, document intelligence
🏆 Hackathons Smart India Hackathon, rapid prototyping, real-world problem-solving
💻 Software Dev Python, C++, Flutter, Java, full-stack applications
☁️ Cloud & Data Firebase, scalable architectures, data pipelines

🛠️ Tech Stack

Languages: Python C++ Java C

AI / ML: NumPy scikit-learn TensorFlow OpenCV Jupyter

Frameworks & Tools: Flutter FastAPI Firebase MySQL Git VS Code


📊 GitHub Stats

Abel's GitHub Stats Top Languages


"The only way to do great work is to love what you do." — Steve Jobs

Explore my repos, open an issue, or just say hi — always happy to collaborate! 🚀

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  1. AI-Stylist-Core AI-Stylist-Core Public

    A comprehensive AI-driven fashion recommendation system leveraging multi-modal neural networks (CLIP, Llava, and SegFormer) for personalized styling, digital wardrobe management, and climate-aware …

    Python 1 1

  2. Grouper Grouper Public

    An automated background service that monitors your folders and instantly sorts files/folders into categorized subdirectories by type.

    Python 1

  3. KMRL-Document-Overload-Automation KMRL-Document-Overload-Automation Public

    Automates the nightly scheduling of 25 Kochi Metro trainsets using multi-objective optimization (NSGA-II) and Explainable AI (SHAP/LIME). Manages 6 interdependent variables — fitness, maintenance, …

    Python 1

  4. Neural-Network-from-Scratch Neural-Network-from-Scratch Public

    Built a full multi-layer neural network from the ground up — perceptron to backpropagation — with zero black boxes. Trained and evaluated on Iris and MNIST datasets, complete with loss curves, conf…

    Jupyter Notebook 1

  5. Ollama-chat-interface Ollama-chat-interface Public

    Forked from eternalflame02/Ollama-chat-interface

    React (TypeScript) + Flask Python chatbot interface. Features localStorage chat persistence, theme customization (dark/light/solarized), dynamic background blurring, and a collapsible sidebar for s…

    JavaScript 2

  6. eternalflame02/community_dashboard eternalflame02/community_dashboard Public

    A cross-platform app that enables users to report, view, and manage local community incidents in real-time. Built with Flutter for the frontend, Firebase Authentication for secure sign-in, and Mong…

    Dart 3