| { | |
| "model_type": "sklearn-random-forest", | |
| "task": "multi-output-regression", | |
| "framework": "scikit-learn", | |
| "architecture": { | |
| "algorithm": "RandomForestRegressor", | |
| "n_estimators": 200, | |
| "max_depth": 20, | |
| "n_outputs": 11 | |
| }, | |
| "preprocessing": { | |
| "vectorizer": "TF-IDF", | |
| "max_features": 2000, | |
| "ngram_range": [ | |
| 1, | |
| 3 | |
| ], | |
| "vocabulary_size": 2000 | |
| }, | |
| "input": { | |
| "type": "text", | |
| "description": "Course Outcome statement" | |
| }, | |
| "output": { | |
| "type": "numerical", | |
| "shape": [ | |
| 11 | |
| ], | |
| "range": [ | |
| 0, | |
| 3 | |
| ], | |
| "labels": [ | |
| "PO1", | |
| "PO2", | |
| "PO3", | |
| "PO4", | |
| "PO5", | |
| "PO6", | |
| "PO7", | |
| "PO8", | |
| "PO9", | |
| "PO10", | |
| "PO11" | |
| ] | |
| }, | |
| "performance": { | |
| "test_mae": 0.522651525746333, | |
| "test_rmse": 0.6630719531874115, | |
| "test_r2": 0.4916317296880836 | |
| }, | |
| "training_info": { | |
| "date": "2025-11-19", | |
| "training_samples": 2100, | |
| "test_samples": 450 | |
| } | |
| } |