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Devyansh-Raj/README.md

Devyansh Raj

AI/ML — Computer Vision, Imitation Learning, Applied GenAI

Data Science undergrad at IIT Madras · AI/ML Research Intern at IIT Mandi

LinkedIn · Email


Currently

  • Research, IIT Mandi — building a temporal action segmentation and classification pipeline on 9,000 human-manipulation videos. MediaPipe feature extraction, TCN/LSTM/MS-TCN models, for both real-time and offline action understanding. (Work is under double-blind review — repo isn't public yet, happy to discuss the approach directly.)
  • RAG & agents — designing retrieval and tool-calling systems. See Movie Maven below.
  • Computer vision — motion segmentation and trajectory analysis from video.

Projects

Project What it does Stack
Movie Maven RAG chatbot over a 45K+ movie dataset — hybrid retrieval combining metadata filtering, semantic search, and tool calling LangGraph, Gemini, FAISS, Docker
Hand Trajectory Analysis & Motion Segmentation Tracks 21 hand landmarks/frame, segments pick-and-place motion into phases via velocity-based valley detection — 71% baseline accuracy MediaPipe, OpenCV, SciPy
Movie Recommendation System Two-tower neural recommender learning user/movie embeddings from genre, year, and ratings TensorFlow, Python

Stack

Python PyTorch TensorFlow LangGraph FAISS OpenCV MediaPipe Flask PostgreSQL Docker


Open to internships in applied GenAI/agents or computer vision — reach out if something above is relevant to what you're building.

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  1. Hospital-Management-System Hospital-Management-System Public

    A web-based Hospital Management and Doctor Appointment System enabling secure user registration, admin-controlled doctor management, and smart appointment scheduling with role-based access, real-ti…

    HTML

  2. Movie-bot Movie-bot Public

    Python

  3. movie-recommendation-system movie-recommendation-system Public

    Neural network–based content recommendation system using a two-tower architecture. Learns user and movie embeddings from genre preferences, release year, and average ratings to predict personalised…

    Jupyter Notebook