| license: mit | |
| tags: | |
| - tabular-classification | |
| - predictive-maintenance | |
| # Predictive Maintenance – Best Model | |
| ## Overview | |
| This model predicts whether an engine requires maintenance using sensor readings. | |
| ## Training Data | |
| Loaded from Hugging Face dataset: `SabarnaDeb/Capstone_PredictiveMaintenance` (train.csv / test.csv). | |
| ## Best Model | |
| - Algorithm: **AdaBoost** | |
| - Best CV F1: **0.7745** | |
| - Best Parameters: **{'learning_rate': 0.05, 'n_estimators': 100}** | |
| ## Test Performance | |
| - Accuracy: 0.6304 | |
| - Precision: 0.6304 | |
| - Recall: 1.0000 | |
| - F1: 0.7733 | |