Projects

things I've built

  • Built logistic regression and XGBoost models for win probability and player stat forecasting, using LLM workflows to preprocess 30K+ play-by-play rows
  • Designed a topic-based socket subscription system so clients only receive updates for selected games, cutting unnecessary data transmission by ~70%
  • Web service querying NBA-related data: player profiles, ranking system
  • Frontend: React + TypeScript — tooltips, autocomplete, unique player profiles
  • Backend: AWS RDS + MySQL; images from online repository; player info web-scraped from Wikipedia with BeautifulSoup
  • Language-learning platform with diary writing, vocabulary game, customizable dictionary
  • Frontend: Next.js + Tailwind CSS
  • Backend: Node + Express; Passport.js auth; user data in MySQL on AWS RDS