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