Tabular Regression
Scikit-learn
logistics
xgboost
delivery
driver-effort
fairrelay
fairrelay-driver-effort / metrics.json
muthuk1's picture
Add metrics for Driver Effort Prediction Model
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{
"mae": 3.6631188250223796,
"rmse": 6.95660019937431,
"r2": 0.9702407057933086,
"cv_r2_mean": 0.9732488798210385,
"cv_r2_std": 0.0016249976898991066,
"train_time_s": 0.4539225101470947,
"features": [
"num_packages",
"total_weight_kg",
"num_stops",
"route_difficulty_score",
"estimated_time_minutes",
"experience_days",
"recent_avg_workload",
"recent_hard_days"
],
"feature_importances": {
"num_packages": 0.2921975553035736,
"total_weight_kg": 0.08021678775548935,
"num_stops": 0.07934663444757462,
"route_difficulty_score": 0.005875657312572002,
"estimated_time_minutes": 0.4705999195575714,
"experience_days": 0.060129713267087936,
"recent_avg_workload": 0.002936065196990967,
"recent_hard_days": 0.008697610348463058
},
"train_samples": 12000,
"test_samples": 3000
}