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paramsavla06/README.md

Param Savla

SPIT Mumbai · 9.69 CGPA

Building intelligent systems at the intersection of ML and full-stack engineering

LinkedIn Email Portfolio


About

B.Tech student at SPIT Mumbai building production-grade ML systems and full-stack applications. Currently focused on machine learning, real-time systems, and making AI models explainable and useful.

  • 🎓 Electronics & Telecom Engineering · 9.69 CGPA
  • 🏆 Amazon ML Summer School 2026 — national shortlist
  • 🌐 GSSoC 2026 Legend — 2196 pts, 24 merged PRs across 5 repos

Featured Project — ChessTrace

Stockfish tells you the best move. ChessTrace tells you what you'll actually play — and when you'll crack.

chess-trace.vercel.app · GitHub

A chess intelligence platform that models human play under time pressure — going beyond Stockfish and Chess.com by decoding each player's unique cognitive fingerprint.

What makes it different:

  • 8 XGBoost models trained on 512K real move plies with clock data
  • Real-time WebSocket live game spectating with sub-2s ML inference
  • SHAP plain-English explanations surfacing psychological + time-pressure factors
  • Personal cognitive fingerprinting: tilt detection, accuracy vs. clock degradation curves, K-Means archetype clustering, GM style matching via cosine similarity
  • Inspired by Maia Chess (Cornell + Microsoft Research, KDD 2020)

Python FastAPI XGBoost SHAP React WebSockets Stockfish PostgreSQL


Other Projects

Project Description Stack
NutriMind AI AI nutrition platform · Gemini Vision + XGBoost · predicts long-term health outcomes React, Node.js, Supabase
CivicEye AI civic issue platform · PyTorch vision model · WCE Hackathon Finalist React, Node.js, PostgreSQL

Tech Stack

Languages

Python C++ JavaScript TypeScript Java

ML / Data

XGBoost SHAP Scikit-learn TensorFlow PyTorch NumPy Pandas

Backend / Full-Stack

FastAPI React Node.js PostgreSQL WebSockets Tailwind CSS


Amazon ML Summer School 2026 · GSSoC Legend · WCE Hackathon Finalist · Puzzlenama 2nd Place

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