Featured Work
AI Powered Financial News Feed
A real time platform built with FastAPI and PostgreSQL that combines a multi signal vector ranking engine with a LangChain based RAG assistant, ingesting live market data via yfinance to generate dynamic, AI driven news summaries. Redis caching cut backend overhead by 50%, and the WebSocket layer was load tested with Locust.
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Canadian Property Predictor
An end to end machine learning pipeline built with pandas and scikit-learn to predict Canadian housing prices, reaching an R² of 0.89. Tuned Random Forest and Gradient Boosting models to minimize MAE while cutting training time by 30%, with a Streamlit interface for interactive scenario analysis.
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Neural Machine Translator
An English to French Seq2Seq Transformer built with TensorFlow, hitting a 27.4 BLEU score on the WMT14 dataset. Implements a full encoder decoder architecture with positional encoding, multi head attention, and teacher forcing during training.
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StudySync Collaborative Hub
A real time collaborative platform with an event driven WebSocket architecture for concurrent group chat, improving user retention by 15% via sub second message delivery. A database signal driven notification engine lifted engagement by another 15%, while backend query optimizations in Django cut round trips by 20%.
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Minimax Chess Engine
A Python chess engine with 100% FIDE rule compliance (castling, en passant, real time pin detection), using Alpha Beta pruning in a NegaMax search to cut the search space by 50% while sustaining a 3-4 ply lookahead in under a second. AI computation runs on a separate process from rendering to maintain ~60 FPS.
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