Computer Science | Cloud & Backend | Computer Vision
I build computer-vision pipelines that turn match footage into player analytics, and I ship full-stack apps to production.
I'm a fourth-year Computer Science student at UBC Okanagan, graduating in May 2027. Backend and cloud work is home base, but I'll go wherever the project needs me in the stack.
Most of my projects mix ML with sports. I built a system that tracks every soccer player on the pitch from a single camera, and a World Cup predictor, trained on 49,000 historical matches, that ran live through the 2026 tournament.
PitchVision exists because pro-level player tracking costs more than most amateur clubs can spend. One camera and the right models close most of that gap. That is the kind of problem I want to keep working on.
Computer Vision / ML + Cloud
In Progress
Single-camera player identification and performance analytics for amateur soccer clubs. Detects and tracks every player frame-by-frame, computes per-player physical and tactical metrics (distance, speed zones, heatmaps, pressing), and serves them through a REST API to a coach-facing dashboard. 126 tests passing.
YOLOv10 SAM 2 TransReID OSNet FastAPI Next.js PostgreSQL Docker GitHub Actions
Full-Stack ML App
Live match outcome predictor for the 2026 FIFA World Cup. XGBoost classifier trained on 49,000+ historical matches with ELO-based features predicts every knockout match. Includes a live bracket, user predictions, leaderboard, and auto-polling from football-data.org during the tournament.
XGBoost scikit-learn FastAPI React SQLAlchemy Tailwind Vercel Railway
COSC 310 Software Engineering
RESTful food-delivery backend using a 3-layer architecture (API -> Service -> Repository) spanning 8 features: auth, menu management, ordering, delivery tracking, pricing, payment, and notifications. JWT authentication with role-based access control (User / Manager / Admin).
FastAPI Python PostgreSQL Docker GitHub Actions Pytest
Python Java C C++ SQL JavaScript
FastAPI React PostgreSQL MySQL REST APIs JWT
Google Cloud Platform Docker Git GitHub Actions CI/CD Linux
NumPy pandas scikit-learn XGBoost YOLOv10 SAM 2 TransReID/OSNet Vision-Language Models Multi-Object Tracking