Season
Race results
Every round of the selected season. Select a race for the full classification.
Championship standings
Computed from race classifications — points, wins and podiums per driver and constructor.
Model performance
Honest numbers on held-out races. The bar to beat: simply picking the top-3 qualifiers.
Race prediction
Retrains on every race before the one you pick — exactly what the model could have known that morning.
Telemetry — head to head
Overlay two drivers' fastest laps: speed, throttle and brake traces, the time delta, and a track map coloured by who's quicker where.
Strategy & race pace
Tyre stints across the race and each driver's clean-lap race pace — the story behind the result that the timing screen hides.
Race weekend
What's next: the upcoming Grand Prix, a countdown, and the model's forecast for the podium.
Fantasy optimiser
Predicted points per driver and constructor, and the best-value F1 Fantasy team the budget can buy.
Racing line
Upload a schematic track map (the tarmac drawn as a closed loop). The analyzer finds the minimum-curvature line, the corners, and an idealised lap time.
Console
The full f1ml pipeline, in the browser. Same commands as the terminal.