"""Ensemble-based methods for classification, regression and anomaly detection.""" # Authors: The scikit-learn developers # SPDX-License-Identifier: BSD-3-Clause from sklearn.ensemble._bagging import BaggingClassifier, BaggingRegressor from sklearn.ensemble._base import BaseEnsemble from sklearn.ensemble._forest import ( ExtraTreesClassifier, ExtraTreesRegressor, RandomForestClassifier, RandomForestRegressor, RandomTreesEmbedding, ) from sklearn.ensemble._gb import GradientBoostingClassifier, GradientBoostingRegressor from sklearn.ensemble._hist_gradient_boosting.gradient_boosting import ( HistGradientBoostingClassifier, HistGradientBoostingRegressor, ) from sklearn.ensemble._iforest import IsolationForest from sklearn.ensemble._stacking import StackingClassifier, StackingRegressor from sklearn.ensemble._voting import VotingClassifier, VotingRegressor from sklearn.ensemble._weight_boosting import AdaBoostClassifier, AdaBoostRegressor __all__ = [ "AdaBoostClassifier", "AdaBoostRegressor", "BaggingClassifier", "BaggingRegressor", "BaseEnsemble", "ExtraTreesClassifier", "ExtraTreesRegressor", "GradientBoostingClassifier", "GradientBoostingRegressor", "HistGradientBoostingClassifier", "HistGradientBoostingRegressor", "IsolationForest", "RandomForestClassifier", "RandomForestRegressor", "RandomTreesEmbedding", "StackingClassifier", "StackingRegressor", "VotingClassifier", "VotingRegressor", ]