Models / LightGBM (multiclass)
Tire Compound
The next compound a pitting driver takes, as probabilities.
LightGBM (multiclass)analytics.tire-strategy
How it works
A five-class classifier over soft / medium / hard / intermediate / wet, scored for drivers approaching a pit window (gated on pit probability). Wet-weather classes are deliberately high-recall; a dry-race gate keeps dry compounds on top when it isn't raining.
Inputs
- current compound & age
- circuit deg profile
- weather signal
- race phase