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Classification Recipes
Eight copy-paste recipes for common classification hyperparameter tuning tasks.
| Recipe | Estimator | Time |
|---|---|---|
| Tune RandomForestClassifier | RandomForestClassifier | 8 min |
| Tune LogisticRegression | LogisticRegression | 6 min |
| Tune SVC | SVC | 7 min |
| Tune XGBClassifier | XGBClassifier | 10 min |
| Tune LGBMClassifier | LGBMClassifier | 10 min |
| Tune CatBoostClassifier | CatBoostClassifier | 10 min |
| Tune HistGradientBoostingClassifier | HistGradientBoostingClassifier | 8 min |
| Tune ExtraTreesClassifier | ExtraTreesClassifier | 7 min |
See Also
- All Recipes — full recipe index
- Regression Recipes — same patterns for regression tasks
- Tune Random Forest Tutorial — full walkthrough