Made the city of Toronto searchable by building an embedding search engine over 50,000+ Street View images using Cohere embeddings and FastAPI with a PostgreSQL (pgvector) database. Reached 35,000+ views and 15,000+ searches within 48 hours of launch.

Created a Python game that turns MATLAB learning into an interactive underwater adventure. Built with Pygame, MongoDB, and MATLAB, and won Hack the 6ix 2024.

Contributed to Cyclops, a 100,000+ line open-source ML toolkit for healthcare research. Improved core TensorFlow and Scikit-learn pipelines and built new predictive modules for clinical datasets.

Enhanced the Transformers library by integrating attention-hybrid Mamba2 models, improving sequence modeling performance for open-source NLP research.

Designed a new hill-climbing algorithm with adaptive randomness to escape local optima, achieving a 97%+ success rate. Benchmarked against simulated annealing and random search approaches.