API¶
ibex¶
Module Doc¶
Pandas adapters for sklearn-type estimators
Members¶
sklearn¶
Module Doc¶
Wrappers for sklearn.
This module loads corresponding modules in sklearn on demand, just
as sklearn does. Its contents depend on those of the sklearn
in your system when it is loaded.
Example
>>> import sklearn
>>> import ibex
sklearn.linear_model is part of sklearn,
therefore ibex.sklearn will have a counterpart.
>>> 'linear_model' in sklearn.__all__
True
>>> 'linear_model' in ibex.sklearn.__all__
True
>>> from ibex.sklearn import linear_model
foo is not part of sklearn,
therefore ibex.sklearn will not have a counterpart.
>>> 'foo' in sklearn.__all__
False
>>> 'foo' in ibex.sklearn.__all__
False
>>> try:
... from ibex.sklearn import foo
... except ImportError:
... print('caught')
caught
calibration¶
Module Doc¶
Members¶
ibex.sklearn.calibration._SigmoidCalibrationibex.sklearn.calibration.BaseEstimatoribex.sklearn.calibration.CalibratedClassifierCVibex.sklearn.calibration.IsotonicRegressionibex.sklearn.calibration.LabelBinarizeribex.sklearn.calibration.LabelEncoderibex.sklearn.calibration.LinearSVC
cluster¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.cluster.
Members¶
ibex.sklearn.cluster.AffinityPropagationibex.sklearn.cluster.AgglomerativeClusteringibex.sklearn.cluster.Birchibex.sklearn.cluster.DBSCANibex.sklearn.cluster.FeatureAgglomerationibex.sklearn.cluster.KMeansibex.sklearn.cluster.MeanShiftibex.sklearn.cluster.MiniBatchKMeansibex.sklearn.cluster.SpectralBiclusteringibex.sklearn.cluster.SpectralClusteringibex.sklearn.cluster.SpectralCoclustering
cross_decomposition¶
Module Doc¶
Members¶
ibex.sklearn.cross_decomposition.CCAibex.sklearn.cross_decomposition.PLSCanonicalibex.sklearn.cross_decomposition.PLSRegressionibex.sklearn.cross_decomposition.PLSSVD
cross_validation¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.cross_validation.
Members¶
decomposition¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.decomposition.
Members¶
ibex.sklearn.decomposition.DictionaryLearningibex.sklearn.decomposition.FactorAnalysisibex.sklearn.decomposition.FastICAibex.sklearn.decomposition.IncrementalPCAibex.sklearn.decomposition.KernelPCAibex.sklearn.decomposition.LatentDirichletAllocationibex.sklearn.decomposition.MiniBatchDictionaryLearningibex.sklearn.decomposition.MiniBatchSparsePCAibex.sklearn.decomposition.NMFibex.sklearn.decomposition.PCAibex.sklearn.decomposition.RandomizedPCAibex.sklearn.decomposition.SparseCoderibex.sklearn.decomposition.SparsePCAibex.sklearn.decomposition.TruncatedSVD
discriminant_analysis¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.discriminant_analysis.
Members¶
ibex.sklearn.discriminant_analysis.BaseEstimatoribex.sklearn.discriminant_analysis.LinearDiscriminantAnalysisibex.sklearn.discriminant_analysis.QuadraticDiscriminantAnalysisibex.sklearn.discriminant_analysis.StandardScaler
dummy¶
Module Doc¶
Members¶
ibex.sklearn.dummy.BaseEstimatoribex.sklearn.dummy.DummyClassifieribex.sklearn.dummy.DummyRegressor
ensemble¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.ensemble.
Members¶
ibex.sklearn.ensemble.AdaBoostClassifieribex.sklearn.ensemble.AdaBoostRegressoribex.sklearn.ensemble.BaggingClassifieribex.sklearn.ensemble.BaggingRegressoribex.sklearn.ensemble.BaseEnsembleibex.sklearn.ensemble.ExtraTreesClassifieribex.sklearn.ensemble.ExtraTreesRegressoribex.sklearn.ensemble.GradientBoostingClassifieribex.sklearn.ensemble.GradientBoostingRegressoribex.sklearn.ensemble.IsolationForestibex.sklearn.ensemble.RandomForestClassifieribex.sklearn.ensemble.RandomForestRegressoribex.sklearn.ensemble.RandomTreesEmbeddingibex.sklearn.ensemble.VotingClassifier
feature_extraction¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.feature_extraction.
feature_selection¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.feature_selection.
Members¶
ibex.sklearn.feature_selection.GenericUnivariateSelectibex.sklearn.feature_selection.RFEibex.sklearn.feature_selection.RFECVibex.sklearn.feature_selection.SelectFdribex.sklearn.feature_selection.SelectFpribex.sklearn.feature_selection.SelectFromModelibex.sklearn.feature_selection.SelectFweibex.sklearn.feature_selection.SelectKBestibex.sklearn.feature_selection.SelectPercentileibex.sklearn.feature_selection.VarianceThreshold
gaussian_process¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.gaussian_process.
grid_search¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.grid_search.
Members¶
ibex.sklearn.grid_search.BaseEstimatoribex.sklearn.grid_search.BaseSearchCVibex.sklearn.grid_search.GridSearchCVibex.sklearn.grid_search.RandomizedSearchCV
isotonic¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.isotonic.
Members¶
ibex.sklearn.isotonic.BaseEstimatoribex.sklearn.isotonic.IsotonicRegression
kernel_approximation¶
Module Doc¶
Members¶
ibex.sklearn.kernel_approximation.AdditiveChi2Sampleribex.sklearn.kernel_approximation.BaseEstimatoribex.sklearn.kernel_approximation.Nystroemibex.sklearn.kernel_approximation.RBFSampleribex.sklearn.kernel_approximation.SkewedChi2Sampler
kernel_ridge¶
Module Doc¶
Members¶
ibex.sklearn.kernel_ridge.BaseEstimatoribex.sklearn.kernel_ridge.KernelRidge
learning_curve¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.learning_curve.
Members¶
linear_model¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.linear_model.
Members¶
ibex.sklearn.linear_model.ARDRegressionibex.sklearn.linear_model.BayesianRidgeibex.sklearn.linear_model.ElasticNetibex.sklearn.linear_model.ElasticNetCVibex.sklearn.linear_model.HuberRegressoribex.sklearn.linear_model.Larsibex.sklearn.linear_model.LarsCVibex.sklearn.linear_model.Lassoibex.sklearn.linear_model.LassoCVibex.sklearn.linear_model.LassoLarsibex.sklearn.linear_model.LassoLarsCVibex.sklearn.linear_model.LassoLarsICibex.sklearn.linear_model.LinearRegressionibex.sklearn.linear_model.LogisticRegressionibex.sklearn.linear_model.LogisticRegressionCVibex.sklearn.linear_model.MultiTaskElasticNetibex.sklearn.linear_model.MultiTaskElasticNetCVibex.sklearn.linear_model.MultiTaskLassoibex.sklearn.linear_model.MultiTaskLassoCVibex.sklearn.linear_model.OrthogonalMatchingPursuitibex.sklearn.linear_model.OrthogonalMatchingPursuitCVibex.sklearn.linear_model.PassiveAggressiveClassifieribex.sklearn.linear_model.PassiveAggressiveRegressoribex.sklearn.linear_model.Perceptronibex.sklearn.linear_model.RandomizedLassoibex.sklearn.linear_model.RandomizedLogisticRegressionibex.sklearn.linear_model.RANSACRegressoribex.sklearn.linear_model.Ridgeibex.sklearn.linear_model.RidgeClassifieribex.sklearn.linear_model.RidgeClassifierCVibex.sklearn.linear_model.RidgeCVibex.sklearn.linear_model.SGDClassifieribex.sklearn.linear_model.SGDRegressoribex.sklearn.linear_model.TheilSenRegressor
manifold¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.manifold.
mixture¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.mixture.
model_selection¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.model_selection.
multiclass¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.multiclass.
Members¶
ibex.sklearn.multiclass._ConstantPredictoribex.sklearn.multiclass.BaseEstimatoribex.sklearn.multiclass.LabelBinarizeribex.sklearn.multiclass.OneVsOneClassifieribex.sklearn.multiclass.OneVsRestClassifieribex.sklearn.multiclass.OutputCodeClassifier
multioutput¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.multioutput.
Members¶
ibex.sklearn.multioutput.BaseEstimatoribex.sklearn.multioutput.ClassifierChainibex.sklearn.multioutput.MultiOutputClassifieribex.sklearn.multioutput.MultiOutputEstimatoribex.sklearn.multioutput.MultiOutputRegressor
naive_bayes¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.naive_bayes.
Members¶
ibex.sklearn.naive_bayes.BaseDiscreteNBibex.sklearn.naive_bayes.BaseEstimatoribex.sklearn.naive_bayes.BaseNBibex.sklearn.naive_bayes.BernoulliNBibex.sklearn.naive_bayes.GaussianNBibex.sklearn.naive_bayes.LabelBinarizeribex.sklearn.naive_bayes.MultinomialNB
neighbors¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.neighbors.
Members¶
ibex.sklearn.neighbors.KernelDensityibex.sklearn.neighbors.KNeighborsClassifieribex.sklearn.neighbors.KNeighborsRegressoribex.sklearn.neighbors.LocalOutlierFactoribex.sklearn.neighbors.LSHForestibex.sklearn.neighbors.NearestCentroidibex.sklearn.neighbors.NearestNeighborsibex.sklearn.neighbors.RadiusNeighborsClassifieribex.sklearn.neighbors.RadiusNeighborsRegressor
neural_network¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.neural_network.
pipeline¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.pipeline.
Members¶
ibex.sklearn.pipeline._BaseCompositionibex.sklearn.pipeline.FeatureUnionibex.sklearn.pipeline.Pipeline
preprocessing¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.preprocessing.
Members¶
ibex.sklearn.preprocessing.Binarizeribex.sklearn.preprocessing.FunctionTransformeribex.sklearn.preprocessing.Imputeribex.sklearn.preprocessing.KernelCentereribex.sklearn.preprocessing.LabelBinarizeribex.sklearn.preprocessing.LabelEncoderibex.sklearn.preprocessing.MaxAbsScaleribex.sklearn.preprocessing.MinMaxScaleribex.sklearn.preprocessing.MultiLabelBinarizeribex.sklearn.preprocessing.Normalizeribex.sklearn.preprocessing.OneHotEncoderibex.sklearn.preprocessing.PolynomialFeaturesibex.sklearn.preprocessing.QuantileTransformeribex.sklearn.preprocessing.RobustScaleribex.sklearn.preprocessing.StandardScaler
random_projection¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.random_projection.
Members¶
ibex.sklearn.random_projection.BaseEstimatoribex.sklearn.random_projection.BaseRandomProjectionibex.sklearn.random_projection.GaussianRandomProjectionibex.sklearn.random_projection.SparseRandomProjection
semi_supervised¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.semi_supervised.
svm¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.svm.
tree¶
Module Doc¶
Auto-generated ibex.sklearn wrapper for sklearn.tree.
tensorflow¶
Module Doc¶
Note
Ibex does not require the installation of tensorflow. If tensorflow is not installed on the system, though, then this module will not be available.
Wrappers for tensorflow.
This module loads corresponding modules in tensorflow on demand, just
as tensorflow does. Its contents might depend on those of the tensorflow
in your system when it is loaded.
