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Deep dives on ML engineering, F1 data pipelines, Python optimization, and building real production AI systems.

Building a Real-Time F1 Analytics Dashboard with ML

How I built a real-time Formula 1 strategy predictor using FastF1, XGBoost, and FastAPI — from raw telemetry to 92% accurate pit window predictions.

8 min read
·2026-02-26Machine LearningPythonF1