Estimator

All Classification Regression

Linear Estimators

Name	Class	Package
ARDRegression	sklearn.linear_model.ARDRegression	scikit-learn
BayesianRidge	sklearn.linear_model.BayesianRidge	scikit-learn
ElasticNet	sklearn.linear_model.ElasticNet	scikit-learn
HuberRegressor	sklearn.linear_model.HuberRegressor	scikit-learn
Lars	sklearn.linear_model.Lars	scikit-learn
Lasso	sklearn.linear_model.Lasso	scikit-learn
LassoLars	sklearn.linear_model.LassoLars	scikit-learn
LinearRegression	sklearn.linear_model.LinearRegression	scikit-learn
LogisticRegression	sklearn.linear_model.LogisticRegression	scikit-learn
PassiveAggressiveClassifier	sklearn.linear_model.PassiveAggressiveClassifier	scikit-learn
Perceptron	sklearn.linear_model.Perceptron	scikit-learn
RANSACRegressor	sklearn.linear_model.RANSACRegressor	scikit-learn
Ridge	sklearn.linear_model.Ridge	scikit-learn
RidgeClassifier	sklearn.linear_model.RidgeClassifier	scikit-learn
SGDClassifier	sklearn.linear_model.SGDClassifier	scikit-learn
SGDRegressor	sklearn.linear_model.SGDRegressor	scikit-learn
TheilSenRegressor	sklearn.linear_model.TheilSenRegressor	scikit-learn

Tree-based

Name	Class	Package
ExtraTreesClassifier	sklearn.ensemble.ExtraTreesClassifier	scikit-learn
ExtraTreesRegressor	sklearn.ensemble.ExtraTreesRegressor	scikit-learn
DecisionTreeClassifier	sklearn.tree.DecisionTreeClassifier	scikit-learn
DecisionTreeRegressor	sklearn.tree.DecisionTreeRegressor	scikit-learn
RandomForestClassifier	sklearn.ensemble.RandomForestClassifier	scikit-learn
RandomForestRegressor	sklearn.ensemble.RandomForestRegressor	scikit-learn

Supported Vector Machines

Name	Class	Package
LinearSVC	sklearn.svm.LinearSVC	scikit-learn
LinearSVR	sklearn.svm.LinearSVR	scikit-learn
NuSVC	sklearn.svm.NuSVC	scikit-learn
NuSVR	sklearn.svm.NuSVR	scikit-learn
OneClassSVM	sklearn.svm.OneClassSVM	scikit-learn
PhotonOneClassSVM	photonai.modelwrapper.PhotonOneClassSVM.PhotonOneClassSVM	scikit-learn / PHOTONAI
SVC	sklearn.svm.SVC	scikit-learn
SVR	sklearn.svm.SVR	scikit-learn

Neural Networks

Name	Class	Package
BernoulliRBM	sklearn.neural_network.BernoulliRBM	scikit-learn
KerasDnnClassifier	photonai.modelwrapper.keras_dnn_classifier.KerasDnnClassifier	keras / PHOTONAI
KerasDnnRegressor	photonai.modelwrapper.keras_dnn_regressor.KerasDnnRegressor	keras / PHOTONAI
MLPClassifier	sklearn.neural_network.MLPClassifier	scikit-learn
MLPRegressor	sklearn.neural_network.MLPRegressor	scikit-learn
PhotonMLPClassifier	photonai.modelwrapper.PhotonMLPClassifier.PhotonMLPClassifier	scikit-learn / PHOTONAI

Ensemble

Name	Class	Package
AdaBoostClassifier	sklearn.ensemble.AdaBoostClassifier	scikit-learn
AdaBoostRegressor	sklearn.ensemble.AdaBoostRegressor	scikit-learn
BaggingClassifier	sklearn.ensemble.BaggingClassifier	scikit-learn
BaggingRegressor	sklearn.ensemble.BaggingRegressor	scikit-learn
GradientBoostingClassifier	sklearn.ensemble.GradientBoostingClassifier	scikit-learn
GradientBoostingRegressor	sklearn.ensemble.GradientBoostingRegressor	scikit-learn

Neighour-Based

Name	Class	Package
KNeighborsClassifier	sklearn.neighbors.KNeighborsClassifier	scikit-learn
KNeighborsRegressor	sklearn.neighbors.KNeighborsRegressor	scikit-learn
NearestCentroid	sklearn.neighbors.NearestCentroid	scikit-learn
RadiusNeighborsClassifier	sklearn.neighbors.RadiusNeighborsClassifier	scikit-learn
RadiusNeighborsRegressor	sklearn.neighbors.RadiusNeighborsRegressor	scikit-learn

Probabilistic

Name	Class	Package
BayesianGaussianMixture	sklearn.mixture.BayesianGaussianMixture	scikit-learn
BernoulliNB	sklearn.naive_bayes.BernoulliNB	scikit-learn
GaussianNB	sklearn.naive_bayes.GaussianNB	scikit-learn
MultinomialNB	sklearn.naive_bayes.MultinomialNB	scikit-learn
GaussianMixture	sklearn.mixture.GaussianMixture	scikit-learn
GaussianProcessClassifier	sklearn.gaussian_process.GaussianProcessClassifier	scikit-learn
GaussianProcessRegressor	sklearn.gaussian_process.GaussianProcessRegressor	scikit-learn

Other

Name	Class	Package
DummyClassifier	sklearn.dummy.DummyClassifier	scikit-learn
DummyRegressor	sklearn.dummy.DummyRegressor	scikit-learn
KernelRidge	sklearn.kernel_ridge.KernelRidge	scikit-learn
PhotonVotingClassifier	photonai.modelwrapper.Voting.PhotonVotingClassifier	PHOTONAI
PhotonVotingRegressor	photonai.modelwrapper.Voting.PhotonVotingRegressor	PHOTONAI