| Training Details for en_NA-nb-OP | |
| ======================================== | |
| Language: en | |
| Register: NA-nb-OP | |
| Training Date: 2025-09-26 14:08:46 | |
| Data Summary: | |
| - Total samples: 1536 | |
| - Training samples: 1228 | |
| - Test samples: 308 | |
| - Embedding dimension: 1024 | |
| Classes: | |
| - Number of classes: 4 | |
| - Class names: '', 'culture', 'dining', 'lifestyle' | |
| - Class distribution: {'': 747, 'culture': 327, 'dining': 172, 'lifestyle': 290} | |
| Cross-Validation Results: | |
| - CV folds: 5 | |
| - CV scores: [0.9634146341463414, 0.959349593495935, 0.9634146341463414, 0.9877551020408163, 0.9755102040816327] | |
| - CV mean: 0.9699 | |
| - CV std: 0.0104 | |
| - CV confidence interval: 0.9699 ± 0.0209 | |
| Final Performance: | |
| - Test accuracy: 0.9643 | |
| Model Configuration: | |
| - Algorithm: Logistic Regression | |
| - Regularization (C): 1.0 | |
| - Feature scaling: StandardScaler | |
| - Random state: 42 | |
| Files: | |
| - Classifier: model.pkl | |
| - Scaler: scaler.pkl | |
| - Metadata: metadata.pkl | |
| - This file: training_details.txt | |