Summary of 6_Default_RandomForest
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Random Forest
- criterion: mse
- max_features: 0.9
- min_samples_split: 30
- max_depth: 4
- explain_level: 2
Validation
- validation_type: split
- train_ratio: 0.75
- shuffle: True
Optimized metric
rmse
Training time
21.9 seconds
Metric details:
| Metric |
Score |
| MAE |
0.295248 |
| MSE |
0.160375 |
| RMSE |
0.400469 |
| R2 |
0.406506 |
Learning curves
Permutation-based Importance
SHAP Importance
SHAP Dependence plots
Dependence (Fold 1)
SHAP Decision plots
Top-10 Worst decisions (Fold 1)
Top-10 Best decisions (Fold 1)
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