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| { | |
| "model_name": "mastery_model", | |
| "model_version": "mastery_model_v2_baseline_001", | |
| "dataset_version": "2.0.0", | |
| "seed": 42, | |
| "split_counts": { | |
| "train": 24515, | |
| "validation": 5218, | |
| "test": 5187 | |
| }, | |
| "hyperparameters": { | |
| "n_estimators": 100, | |
| "random_state": 42, | |
| "algorithm": "RandomForestClassifier" | |
| }, | |
| "feature_columns": [ | |
| "attempt_count", | |
| "accuracy", | |
| "average_marks_ratio", | |
| "average_time_seconds", | |
| "hint_usage_rate", | |
| "attendance_percentage", | |
| "assignment_completion_rate", | |
| "average_login_per_week", | |
| "inactive_days_last_14" | |
| ], | |
| "target_column": "mastery_label", | |
| "label_map": { | |
| "0": "weak", | |
| "1": "developing", | |
| "2": "proficient", | |
| "3": "mastered" | |
| }, | |
| "algorithm": "RandomForestClassifier" | |
| } |