Code

• 04.1

  Game Score Aggregator

  Aggregates and normalizes critic and user scores from IGDB, Steam, and Metacritic into a single weighted ranking across 300,000+ titles, reconciling titles across sources with incompatible scales. Graded on Cloud Run over Cloud SQL Postgres with scheduled ingestion through Cloud Run Jobs and Cloud Scheduler. Rebuilt after the course to serve a small SQLite snapshot from one Cloud Run container, taking hosting from ~$1/day to effectively $0.

  CS 3537
• 04.2

  Streamflow Forecasting & Damage Classification

  Two deep learning pipelines: bias correction of National Water Model streamflow forecasts, and building damage classification from post-hurricane UAV imagery. Reproducing the damage paper's methodology surfaced data leakage in its original evaluation split.

  CS 4440
• 04.3

  OpenCritic Scraper & Analyzer

  Scrapes 10,000 OpenCritic titles and carries them through cleaning, exploration, and modeling in one pipeline. Parses robots.txt at runtime and honors the published crawl-delay instead of hardcoding a rate.

  CS 3435
• 04.4

  Asset Flip

  A 2D side-scrolling platformer in Godot 4, with real-time physics, state-driven enemy AI, and a signal-driven event architecture across five playable levels.

  CS 4800
• 04.5

  Classification & Regression Pipelines

  Two end-to-end scikit-learn pipelines: four-class student performance classification (logistic regression, 54.4% accuracy) and auction verification regression (random forest, R² = 0.991). GridSearchCV with 10-fold cross-validation.

  CS 4440