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madhans476/README.md

Hi, I'm Madhan S 👋

AI & Data Science @ IIIT Dharwad | ML/AI Engineer Aspirant
Email • LinkedIn • GitHub

🧑‍💻 About Me

  • 🎓 Final year B.Tech. (Data Science & AI) @ IIIT Dharwad
  • 🤝 I turn data into impactful AI solutions.
  • 🏆 Project-driven, passionate, and ready for real-world ML challenges.
  • 🌟 Seeking: ML/AI Engineer or Data Scientist roles.

🚩 Featured Projects

Click to expand
Project Stack Highlights
Traffic Rules Assistant
RAG Chatbot		 LangChain, FastAPI, FAISS Natural language Q&A for TN traffic rules, semantic search, LLM-powered, modular backend.
Clip Scholar
AI Study App		 Flask, Bootstrap, Mistral API Generates notes/quizzes/flashcards from YouTube videos, responsive UI, automated learning.
Co-BERT
Code-mix Tokenization		 BERT, Mistral, NLP Pretrained/finetuned BERT on Tanglish, Kanglish, Hinglish; SOTA tokenizers; cross-entropy loss.
Food Hazard Prediction
SemEval 2025		 PyTorch, XGBoost, Hugging Face ML pipeline; SMOTE for imbalance; ensemble models; 88% accuracy, 0.76 F1.
Startup Funding Visualization
Data Analytics		 Streamlit, Plotly, Pandas Interactive dashboard, geospatial viz, dynamic filtering, real-time insights.

🛠️ Tech Toolbox


🧠 Libraries & Frameworks

💡 Soft Skills

  • 🔍 Problem Solving & Critical Thinking
  • ⏰ Time Management
  • 🗣️ Communication & Leadership
  • ⚡ Quick Learner

🙌 Let's Connect!

Email LinkedIn GitHub

Let's connect and build something impactful! 🚀

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  1. Food-hazard-detection-SEMEVAL-2025 Food-hazard-detection-SEMEVAL-2025 Public

    Solution for SemEval-2025 Task 9: The Food Hazard Detection Challenge. Utilized machine learning, fine-tuned LLMs (GPT-2, LLaMA, Flan-T5-XL), and ensemble learning to classify food hazards and dete…

    Jupyter Notebook 1

  2. traffic_rules_assistant traffic_rules_assistant Public

    An AI-powered assistant built using Retrieval-Augmented Generation (RAG) that provides context-aware answers about Tamil Nadu traffic rules, penalties, and driver rights.

    Python

  3. Clip-Scholar Clip-Scholar Public

    AI-powered platform that converts YouTube videos into structured learning materials.

    HTML

  4. Co-BERT Co-BERT Public

    Co-BERT: A Comprehensive Evaluation of Tokenization Techniques in Code-Switching Environments

    Jupyter Notebook

  5. Indian_Startup_Funding_Analysis Indian_Startup_Funding_Analysis Public

    This project is an interactive data analysis and visualization tool developed using Streamlit, aimed at exploring and understanding the Indian startup funding ecosystem.

    Python

  6. GitHub-Topics-Scraper GitHub-Topics-Scraper Public

    This project is a Python-based web scraper that extracts information from the GitHub topics page. It gathers details about various topics and their top repositories, storing the collected data in C…

    Python 1