| { | |
| "model_type": "xgboost_classifier", | |
| "version": "1.0", | |
| "created_at": "2025-10-01T06:16:26.712373", | |
| "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": "2025-10-01T06:16:26.711090", | |
| "features_count": 95 | |
| }, | |
| "performance_metrics": { | |
| "accuracy": 0.9216101694915254, | |
| "cv_mean": 0.5193281075027996, | |
| "cv_std": 0.11223734847592122, | |
| "cv_scores": [ | |
| 0.35789473684210527, | |
| 0.5578947368421052, | |
| 0.5, | |
| 0.4787234042553192, | |
| 0.7021276595744681 | |
| ] | |
| }, | |
| "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 | |
| } | |
| } |