Computer Science @ Université de Montréal · Montréal, QC
I build full-stack web apps, ML systems, and developer tools.
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May 2026 · centerpiece
SkinFast is a real-time CS2 skin pricing and tradeup optimization tool. It scrapes the entire Steam Community Market, 21,000+ items, into a local SQLite cache, then runs an optimizer that finds the most cost-effective tradeup contract for any target skin. Under the hood it solves three problems: ingesting market data without getting rate-limited, modeling tradeup probability across multi-collection input pools, and ranking input combinations by cost-per-attempt and expected value.
01 — Web Scraper
A custom scraper crawls Steam's entire Community Market, 21,000+ items, with jittered delays, exponential backoff, and resumable offsets. A full pass completes in about 15 minutes without triggering rate limits.
02 — Real-Time Prices
Bulk scrapes every 4–6 hours hydrate a local SQLite cache, and on-demand refreshes keep high-traffic items current. Cached prices serve instantly while background jobs pull the latest data from Steam.
03 — Tradeup Algorithm
For any target skin the optimizer enumerates input combinations across collections, models per-skin probability, and ranks candidates by cost-per-attempt and expected value, surfacing positive-EV contracts automatically.
04 — One of a Kind
No other platform combines a full live-priced catalog with a probabilistic optimizer. SkinFast surfaces tradeup contracts that don't appear anywhere else, giving users an edge that simply isn't available on any competing tool.
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React Native · TypeScript · Supabase · Python · Riot Games API
Cross-platform mobile app for League of Legends stat comparison. BFS-based Python pipeline discovered 100K+ players across regions; custom impact-score ranking algorithm and database schema for auth, profiles, and match history.
Nov. 2025
Python · TensorFlow · NumPy · Pandas
CNN-based facial expression recognition system trained on grayscale 48×48 images. Reached 80% accuracy through hyperparameter, batch size, and architecture tuning; automated inference and CSV export.
Oct. 2025
HTML · CSS · JavaScript · Python · OpenCV · Dlib
AI-powered web app delivering real-time personalized responses via computer vision and generative AI. OpenCV + Dlib facial-landmark pipeline feeds OpenAI prompts and ElevenLabs voice synthesis end-to-end in under 3 seconds.
Feb. 2025
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Open to internships and full-time roles in software engineering. The fastest way to reach me is email.