Add ccp_alpha for pruning to Tree based estimators
Ouverte
new feature
performance
- Langage dominant
- Python
- Étoiles
- 850
- Forks
- 96
- Métriques de merge des PR
- Aucune PR mergée en 30 j
Description
As of sklearn version 0.22, ccp_alpha has been added as a pruning parameter for Decision Trees, Extra Trees, and Random Forests.
Adding this as a hyperparameter would give AutoML an additional parameter to iterate over and prevent overfitting which is a common issue with trees that become too large.
https://scikit-learn.org/stable/modules/tree.html#minimal-cost-complexity-pruning
This could be broken up into 3 issues, one for each estimator class.
Guide de contribution
Ouvrir le guide de contribution
Évaluation
Cette issue n'a pas encore été évaluée.