scikit-learn/sklearn/ensemble/__init__.py

"""
The :mod:`sklearn.ensemble` module includes ensemble-based methods for
classification and regression.
"""

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 .weight_boosting import AdaBoostClassifier
from .weight_boosting import AdaBoostRegressor
from .gradient_boosting import GradientBoostingClassifier
from .gradient_boosting import GradientBoostingRegressor
from .voting_classifier import VotingClassifier

from . import bagging
from . import forest
from . import weight_boosting
from . import gradient_boosting
from . import partial_dependence

__all__ = ["BaseEnsemble",
           "RandomForestClassifier", "RandomForestRegressor",
           "RandomTreesEmbedding", "ExtraTreesClassifier",
           "ExtraTreesRegressor", "BaggingClassifier",
           "BaggingRegressor", "GradientBoostingClassifier",
           "GradientBoostingRegressor", "AdaBoostClassifier",
           "AdaBoostRegressor", "VotingClassifier",
           "bagging", "forest", "gradient_boosting",
           "partial_dependence", "weight_boosting"]
Rebase of @bdholt1's ensemble branch 2011-11-12 18:29:38 +08:00			`"""`
DOC: Standardize the module documentation format (work in progress) 2011-11-30 17:30:13 +08:00			The :mod:`sklearn.ensemble` module includes ensemble-based methods for
DOC: Added module descriptions 2011-11-12 19:19:16 +08:00			`classification and regression.`
Rebase of @bdholt1's ensemble branch 2011-11-12 18:29:38 +08:00			`"""`

TEST: Added tests of BaseEnsemble 2011-11-17 02:35:57 +08:00			`from .base import BaseEnsemble`
Rebase of @bdholt1's ensemble branch 2011-11-12 18:29:38 +08:00			`from .forest import RandomForestClassifier`
			`from .forest import RandomForestRegressor`
MISC rename RandomForestEmbedding to RandomTreesEmbedding 2012-11-16 03:20:45 +08:00			`from .forest import RandomTreesEmbedding`
Rebase of @bdholt1's ensemble branch 2011-11-12 18:29:38 +08:00			`from .forest import ExtraTreesClassifier`
			`from .forest import ExtraTreesRegressor`
ENH bagging meta-estimator 2013-07-23 18:59:32 +08:00			`from .bagging import BaggingClassifier`
			`from .bagging import BaggingRegressor`
combine real and discrete algorithms under one class 2013-01-11 17:12:53 +08:00			`from .weight_boosting import AdaBoostClassifier`
COSMITs 2012-12-06 22:52:24 +08:00			`from .weight_boosting import AdaBoostRegressor`
added VariableImportance visitor and variable_importance property 2011-09-23 22:31:08 +08:00			`from .gradient_boosting import GradientBoostingClassifier`
			`from .gradient_boosting import GradientBoostingRegressor`
votingclassifier 2015-04-21 07:27:30 +08:00			`from .voting_classifier import VotingClassifier`
add module imports 2012-11-11 01:51:34 +08:00
ENH bagging meta-estimator 2013-07-23 18:59:32 +08:00			`from . import bagging`
add module imports 2012-11-11 01:51:34 +08:00			`from . import forest`
implement AdaBoost 2011-12-30 11:17:30 +08:00			`from . import weight_boosting`
add module imports 2012-11-11 01:51:34 +08:00			`from . import gradient_boosting`
add partial dependence module 2012-11-21 05:35:38 +08:00			`from . import partial_dependence`
COSMIT pep8 2012-12-22 20:02:50 +08:00
ENH bagging meta-estimator 2013-07-23 18:59:32 +08:00			`__all__ = ["BaseEnsemble",`
			`"RandomForestClassifier", "RandomForestRegressor",`
COSMIT pep8 2012-12-22 20:02:50 +08:00			`"RandomTreesEmbedding", "ExtraTreesClassifier",`
ENH bagging meta-estimator 2013-07-23 18:59:32 +08:00			`"ExtraTreesRegressor", "BaggingClassifier",`
			`"BaggingRegressor", "GradientBoostingClassifier",`
FIX: @amueller comments 2013-01-11 20:33:51 +08:00			`"GradientBoostingRegressor", "AdaBoostClassifier",`
votingclassifier 2015-04-21 07:27:30 +08:00			`"AdaBoostRegressor", "VotingClassifier",`
ensemble classifier 1st commit 2015-01-26 13:33:44 +08:00			`"bagging", "forest", "gradient_boosting",`
COSMIT pep8 2013-02-09 05:10:40 +08:00			`"partial_dependence", "weight_boosting"]`