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Python
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Python
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Stokesy-dev/ReadMe.md
GIF

Hi 👋 I'm Soham Warad

AI & Data Science Engineer · BTech Final Year · MIT World Peace University, Pune 🇮🇳

   

About Me 💬

GIF

🔬 Research

  • 📄 Published preprint: Exposing Subject-Leakage in Parkinson's UPDRS Severity Estimation — IEEE-format paper on voice biomarker analysis & explainable AI
  • 🧠 Interests: Healthcare AI · Explainability · Deep Learning · Generative AI

📚 Currently Learning

  • ✨ Generative AI & LLMs
  • ✨ Data Science & MLOps
  • ✨ Data Structures and Algorithms

🎮 Hobbies

  • 🏏 Cricket & Football
  • 🎌 Watching Anime & Movies

🚀 Featured Projects

Project Description Stack
Parkinson's UPDRS Estimator Explainable deep learning for continuous UPDRS severity regression from voice biomarkers. Exposes subject-leakage flaw in 20+ prior papers. PyTorch · SHAP · Streamlit
Medical Report Simplifier RAG pipeline that converts complex medical PDFs into plain-language explanations with safety guardrails. LangChain · BioBERT · FAISS · GPT-4o-mini
Traffic Signal Detector Multi-scale CNN for German traffic sign classification with two-stage training and data augmentation. PyTorch · OpenCV · Python
NYC Taxi Trip Duration Predicts NYC taxi trip duration with incremental LightGBM, haversine geo-features, and chunked Parquet streaming. LightGBM · Pandas · Python
Neural Network from Scratch Full neural network implementation from scratch — forward pass, backpropagation, gradient descent, no ML libraries. Python · NumPy

Languages & Tools 👨‍💻 🛠

📊 GitHub Stats

GitHub Stats

Contact Me 📬

If you want to reach out — doubt, collab, or just to talk — ping me 😉

   

Pinned Loading

  1. Traffic-signal-detect Traffic-signal-detect Public

    Multi-scale CNN for German traffic sign classification with two-stage training, data augmentation, and filter visualization.

    Python

  2. medical-report-simplifier medical-report-simplifier Public

    RAG pipeline that converts complex medical PDFs into plain-language explanations using BioBERT embeddings, FAISS, and GPT-4o-mini with safety guardrails.

    Python

  3. nyc-tlc-trip-duration nyc-tlc-trip-duration Public

    Predict NYC taxi trip duration using incremental LightGBM, haversine features, and chunked parquet streaming

    Python

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

    Fully manual neural network implementation in Python using NumPy — forward pass, backpropagation, and gradient descent with no ML libraries.

    Python

  5. Parkinson-s-UPDRS-Severity-Estimator Parkinson-s-UPDRS-Severity-Estimator Public

    Explainable Feature-Attention MLP for continuous Parkinson's UPDRS motor score regression from voice biomarkers, with SHAP interpretability and subject-wise data splitting

    Jupyter Notebook