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F1 Predictions

Formula 1 · open-wheel

Production

The MotorsportVerse flagship. A three-pathway prediction engine — a qualifying-pace model, field-strength probability calibration, and a per-lap race simulator — with continuous-learning infrastructure (model registry, drift detection, A/B promotion) and a live static-export dashboard. Reference implementation for all other projects.

open-wheel
Category
2
Datasets
3
Model components
7
Core modules

Datasets

  • FastF1
  • Jolpica/Ergast

Model components

  • Qualifying-pace model
  • Probability calibration
  • Race simulator

Shared core modules

  • Probability calibration
  • Model registry
  • Drift monitoring
  • Gated model promotion
  • Driver-skill ratings
  • Forward evaluation
  • Leakage guards

Tags

  • calibrated probabilities
  • race simulation
  • continuous learning
Maintained byMotorsportVerse

Registered 2026-06-15

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