RandomForestClassifier — Uber Completion (Optimized)
Modelo supervisado para predecir el EstadoUber (0=Cancelado, 1=Completado)
derivado de Booking Status.
Métricas (test)
- Accuracy: 0.9549
- AUC-ROC: 0.9893
- Matriz de confusión: ver
metrics.json
Hiperparámetros (GridSearch)
{
"max_depth": 15,
"max_features": "sqrt",
"min_samples_leaf": 4,
"min_samples_split": 2,
"n_estimators": 15
}
Características usadas
[
"Vehicle_Bike",
"Vehicle_Go Mini",
"Vehicle_Go Sedan",
"Vehicle_Premier Sedan",
"Vehicle_Uber XL",
"Vehicle_eBike",
"Pay_Credit Card",
"Pay_Debit Card",
"Pay_NoPayment",
"Pay_UPI",
"Pay_Uber Wallet",
"Ride Distance",
"Booking Value",
"Avg CTAT"
]
