My track record across academia and industry.
University of Windsor · School of Computer Science
Led system programming labs in C and Unix for 30+ students, demoing processes/pipes/sockets and teaching gcc, gdb, and Linux tooling while providing rubric-based grading with a typical turnaround under 72 hours.
Stellantis · Battery State Estimation
Developed an end-to-end battery fault-detection pipeline over EV BMS logs using Python, pandas, NumPy, scikit-learn, and tree-based gradient-boosting models to engineer time-series features and automatically flag risky cells/packs, improving fault-flagging precision at fixed recall by ~21%.
Glendor, Inc. · Medical Privacy
Built a Python/OpenCV pipeline to detect and blur PHI in 2000+ medical images and video frames, tuning CV models and automating reports to reach ~92% F1 while eliminating ~99% of the manual file-handling work.
