| { | |
| "model_type": "xgboost_classifier", | |
| "version": "1.1", | |
| "created_at": "2025-10-01T06:26:14.198564", | |
| "training_data": { | |
| "datasets": [ | |
| "labeled/001_processed-004_2025-10-01-labelled.csv", | |
| "labeled/002_processed-002_2025-10-01-labelled.csv" | |
| ], | |
| "total_samples": 472, | |
| "training_date": "2025-10-01T06:26:14.198509", | |
| "features_count": 95 | |
| }, | |
| "performance_metrics": { | |
| "accuracy": 0.8813559322033898, | |
| "cv_mean": 0.5067189249720044, | |
| "cv_std": 0.110006561067466, | |
| "cv_scores": [ | |
| 0.35789473684210527, | |
| 0.4842105263157895, | |
| 0.5425531914893617, | |
| 0.4574468085106383, | |
| 0.6914893617021277 | |
| ] | |
| }, | |
| "framework": "xgboost", | |
| "task": "driver_behavior_classification", | |
| "labels": [ | |
| "aggressive", | |
| "normal", | |
| "conservative" | |
| ], | |
| "features": "obd_sensor_data", | |
| "rlhf_metadata": { | |
| "labeled_samples": 472, | |
| "original_samples": 0, | |
| "model_confidence": 0.0, | |
| "datasets_processed": 2 | |
| } | |
| } |