Pitwall
Full-stack Formula 1 analytics platform. An end-to-end race-outcome engine built from raw FastF1 telemetry to interpretable predictions.
- 01
Built a production-grade F1 analytics platform with a FastAPI backend, SQLite database of 400K+ lap records across 88 races (2021–2024), and a React/TypeScript/Tailwind frontend deployed on Render and Vercel.
- 02
Engineered a race-outcome prediction module using a Random Forest and XGBoost ensemble across 29 features with SHAP waterfall explanations for interpretability, reaching 85% prediction accuracy.
- 03
Developed a Pit Stop Strategy Optimizer with tyre-degradation modelling, pit-window analysis, and lap-by-lap race replay; built a FastAPI proxy to resolve CORS for live circuit-map integration.
- 04
Shipped 5+ analytics modules including driver performance dashboards (season arc, teammate battle, pace profiling), a Gantt-style tyre stint map, and a safety-car impact heatmap from track-status data.