""" The :mod:`sklearn.ensemble` module includes ensemble-based methods for classification, regression and anomaly detection. """ from ._bagging import BaggingClassifier, BaggingRegressor from ._base import BaseEnsemble from ._forest import ( ExtraTreesClassifier, ExtraTreesRegressor, RandomForestClassifier, RandomForestRegressor, RandomTreesEmbedding, ) from ._gb import GradientBoostingClassifier, GradientBoostingRegressor from ._hist_gradient_boosting.gradient_boosting import ( HistGradientBoostingClassifier, HistGradientBoostingRegressor, ) from ._iforest import IsolationForest from ._stacking import StackingClassifier, StackingRegressor from ._voting import VotingClassifier, VotingRegressor from ._weight_boosting import AdaBoostClassifier, AdaBoostRegressor __all__ = [ "BaseEnsemble", "RandomForestClassifier", "RandomForestRegressor", "RandomTreesEmbedding", "ExtraTreesClassifier", "ExtraTreesRegressor", "BaggingClassifier", "BaggingRegressor", "IsolationForest", "GradientBoostingClassifier", "GradientBoostingRegressor", "AdaBoostClassifier", "AdaBoostRegressor", "VotingClassifier", "VotingRegressor", "StackingClassifier", "StackingRegressor", "HistGradientBoostingClassifier", "HistGradientBoostingRegressor", ]