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swapnil5053/README.md

Hi, I'm Swapnil

I'm curious about AI, machine learning, and business intelligence, with a growing interest in the business side of technology and product thinking.

Most of what I know comes from experimenting with new ideas and learning along the way.

Currently

  • Researching vision-language models for mobile UI accessibility by predicting accessibility risk and cognitive load from screenshots and validating them against user-study data.
  • Researching continuous sleep-stage classification from short-window EEG signals.
  • Building an explainable pipeline for financial sentiment analysis.

Working with

Python · PyTorch · Hugging Face · FastAPI

Collaboration

Open to collaborating on projects that solve real-world problems.

Away from the keyboard: You'll usually find me in the gym or searching for the next song to put on repeat.

LinkedIn · Email

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  1. vision-edge vision-edge Public

    Full-stack video enhancement pipeline. PyTorch (U-Net, ARD-CNN) for rain/haze/low-light correction. FastAPI + React + Docker. CUDA-accelerated inference for security footage.

    Jupyter Notebook

  2. credit-risk-engine credit-risk-engine Public

    Credit default prediction on the Home Credit dataset — Polars, XGBoost, Optuna, SHAP, MLflow.

    Python

  3. ChainLens ChainLens Public

    RAG-based document analyzer for logistics and vendor contracts using MMR retrieval and persistent vector storage.

    Python

  4. gnc-spacecraft-docking-simulation gnc-spacecraft-docking-simulation Public

    Spacecraft docking simulator with a full GNC loop and a web-based autopilot dashboard. Mobile-Autonomous-Robotics Course project.

    TypeScript

  5. distributed-whiteboard distributed-whiteboard Public

    Multi-room collaborative canvas on a from-scratch Raft consensus engine with WAL persistence and fault injection.

    TypeScript

  6. CouponSync CouponSync Public

    A secure, role-based Virtual Coupon Distribution and Redemption System built with React, Node.js, Express, and MySQL.

    JavaScript