Projects
Things I’ve built, in roughly reverse-chronological order. Most of them live on GitHub.
PokerBot
2026Real-time GTO poker engine. Scrapes live game state, computes optimal actions in sub-second latency via Monte Carlo equity simulation, and tracks opponent tendencies (VPIP, PFR, 3-bet%) across sessions through an async event-driven pipeline.
Python · Playwright · SQLite · asyncio
Downstream
2026PFAS bioaccumulation pipeline linking EPA discharge permits to personalized human health risk across 3,274 river segments. Gradient boosting predicts water concentrations (80.6% within 3×); a physics-informed neural network models tissue uptake via the Gobas ODE (R² 0.94). Surfaced through an interactive Mapbox UI with species- and consumption-aware hazard quotients. Built in 16 hours at YHacks 2026.
React · FastAPI · PyTorch · scikit-learn · Mapbox
ML4Sci / DeepLense (GSoC '26)
2026Evaluation tasks for the ML4Sci DeepLense Google Summer of Code project on domain-adaptive lens finding in wide-field surveys. Modified ResNet-18 classifies dark-matter substructure across three simulated classes (macro-AUC 0.9896); EfficientNet-B0 distinguishes lensed from non-lensed galaxies under heavy class imbalance on g/r/i cutouts (AUC 0.9808).
PyTorch · ResNet · EfficientNet · NumPy
GANaxy
2025Anomaly-detection pipeline using DCGAN, f-AnoGAN, and SimCLR to classify ~300K Galaxy Zoo 2 images at 94.7% accuracy. PCA/UMAP visualization surfaced ~8,500 anomalies — mergers, starbursts, artifacts.
PyTorch · NumPy · pandas · scikit-learn