API

ibex

Module Doc

Members

• ibex.frame()
• ibex.FrameMixin
• ibex.trans()

sklearn

Module Doc

calibration

Module Doc

Members

• ibex.sklearn.calibration._SigmoidCalibration
• ibex.sklearn.calibration.BaseEstimator
• ibex.sklearn.calibration.CalibratedClassifierCV
• ibex.sklearn.calibration.IsotonicRegression
• ibex.sklearn.calibration.LabelBinarizer
• ibex.sklearn.calibration.LabelEncoder
• ibex.sklearn.calibration.LinearSVC

cluster

Module Doc

Members

• ibex.sklearn.cluster.AffinityPropagation
• ibex.sklearn.cluster.AgglomerativeClustering
• ibex.sklearn.cluster.Birch
• ibex.sklearn.cluster.DBSCAN
• ibex.sklearn.cluster.FeatureAgglomeration
• ibex.sklearn.cluster.KMeans
• ibex.sklearn.cluster.MeanShift
• ibex.sklearn.cluster.MiniBatchKMeans
• ibex.sklearn.cluster.SpectralBiclustering
• ibex.sklearn.cluster.SpectralClustering
• ibex.sklearn.cluster.SpectralCoclustering

covariance

Module Doc

Members

• ibex.sklearn.covariance.EllipticEnvelope
• ibex.sklearn.covariance.EmpiricalCovariance
• ibex.sklearn.covariance.GraphLasso
• ibex.sklearn.covariance.GraphLassoCV
• ibex.sklearn.covariance.LedoitWolf
• ibex.sklearn.covariance.MinCovDet
• ibex.sklearn.covariance.OAS
• ibex.sklearn.covariance.ShrunkCovariance

cross_decomposition

Module Doc

Members

• ibex.sklearn.cross_decomposition.CCA
• ibex.sklearn.cross_decomposition.PLSCanonical
• ibex.sklearn.cross_decomposition.PLSRegression
• ibex.sklearn.cross_decomposition.PLSSVD

cross_validation

Module Doc

Members

datasets

Module Doc

Members

decomposition

Module Doc

Members

• ibex.sklearn.decomposition.DictionaryLearning
• ibex.sklearn.decomposition.FactorAnalysis
• ibex.sklearn.decomposition.FastICA
• ibex.sklearn.decomposition.IncrementalPCA
• ibex.sklearn.decomposition.KernelPCA
• ibex.sklearn.decomposition.LatentDirichletAllocation
• ibex.sklearn.decomposition.MiniBatchDictionaryLearning
• ibex.sklearn.decomposition.MiniBatchSparsePCA
• ibex.sklearn.decomposition.NMF
• ibex.sklearn.decomposition.PCA
• ibex.sklearn.decomposition.RandomizedPCA
• ibex.sklearn.decomposition.SparseCoder
• ibex.sklearn.decomposition.SparsePCA
• ibex.sklearn.decomposition.TruncatedSVD

discriminant_analysis

Module Doc

Members

• ibex.sklearn.discriminant_analysis.BaseEstimator
• ibex.sklearn.discriminant_analysis.LinearDiscriminantAnalysis
• ibex.sklearn.discriminant_analysis.QuadraticDiscriminantAnalysis
• ibex.sklearn.discriminant_analysis.StandardScaler

dummy

Module Doc

Members

• ibex.sklearn.dummy.BaseEstimator
• ibex.sklearn.dummy.DummyClassifier
• ibex.sklearn.dummy.DummyRegressor

ensemble

Module Doc

Members

• ibex.sklearn.ensemble.AdaBoostClassifier
• ibex.sklearn.ensemble.AdaBoostRegressor
• ibex.sklearn.ensemble.BaggingClassifier
• ibex.sklearn.ensemble.BaggingRegressor
• ibex.sklearn.ensemble.BaseEnsemble
• ibex.sklearn.ensemble.ExtraTreesClassifier
• ibex.sklearn.ensemble.ExtraTreesRegressor
• ibex.sklearn.ensemble.GradientBoostingClassifier
• ibex.sklearn.ensemble.GradientBoostingRegressor
• ibex.sklearn.ensemble.IsolationForest
• ibex.sklearn.ensemble.RandomForestClassifier
• ibex.sklearn.ensemble.RandomForestRegressor
• ibex.sklearn.ensemble.RandomTreesEmbedding
• ibex.sklearn.ensemble.VotingClassifier

exceptions

Module Doc

Members

externals

Module Doc

Members

feature_extraction

Module Doc

Members

• ibex.sklearn.feature_extraction.DictVectorizer
• ibex.sklearn.feature_extraction.FeatureHasher

feature_selection

Module Doc

Members

• ibex.sklearn.feature_selection.GenericUnivariateSelect
• ibex.sklearn.feature_selection.RFE
• ibex.sklearn.feature_selection.RFECV
• ibex.sklearn.feature_selection.SelectFdr
• ibex.sklearn.feature_selection.SelectFpr
• ibex.sklearn.feature_selection.SelectFromModel
• ibex.sklearn.feature_selection.SelectFwe
• ibex.sklearn.feature_selection.SelectKBest
• ibex.sklearn.feature_selection.SelectPercentile
• ibex.sklearn.feature_selection.VarianceThreshold

gaussian_process

Module Doc

Members

• ibex.sklearn.gaussian_process.GaussianProcess
• ibex.sklearn.gaussian_process.GaussianProcessClassifier
• ibex.sklearn.gaussian_process.GaussianProcessRegressor

grid_search

Module Doc

Members

• ibex.sklearn.grid_search.BaseEstimator
• ibex.sklearn.grid_search.BaseSearchCV
• ibex.sklearn.grid_search.GridSearchCV
• ibex.sklearn.grid_search.RandomizedSearchCV

isotonic

Module Doc

Members

• ibex.sklearn.isotonic.BaseEstimator
• ibex.sklearn.isotonic.IsotonicRegression

kernel_approximation

Module Doc

Members

• ibex.sklearn.kernel_approximation.AdditiveChi2Sampler
• ibex.sklearn.kernel_approximation.BaseEstimator
• ibex.sklearn.kernel_approximation.Nystroem
• ibex.sklearn.kernel_approximation.RBFSampler
• ibex.sklearn.kernel_approximation.SkewedChi2Sampler

kernel_ridge

Module Doc

Members

• ibex.sklearn.kernel_ridge.BaseEstimator
• ibex.sklearn.kernel_ridge.KernelRidge

learning_curve

Module Doc

Members

linear_model

Module Doc

Members

• ibex.sklearn.linear_model.ARDRegression
• ibex.sklearn.linear_model.BayesianRidge
• ibex.sklearn.linear_model.ElasticNet
• ibex.sklearn.linear_model.ElasticNetCV
• ibex.sklearn.linear_model.HuberRegressor
• ibex.sklearn.linear_model.Lars
• ibex.sklearn.linear_model.LarsCV
• ibex.sklearn.linear_model.Lasso
• ibex.sklearn.linear_model.LassoCV
• ibex.sklearn.linear_model.LassoLars
• ibex.sklearn.linear_model.LassoLarsCV
• ibex.sklearn.linear_model.LassoLarsIC
• ibex.sklearn.linear_model.LinearRegression
• ibex.sklearn.linear_model.LogisticRegression
• ibex.sklearn.linear_model.LogisticRegressionCV
• ibex.sklearn.linear_model.MultiTaskElasticNet
• ibex.sklearn.linear_model.MultiTaskElasticNetCV
• ibex.sklearn.linear_model.MultiTaskLasso
• ibex.sklearn.linear_model.MultiTaskLassoCV
• ibex.sklearn.linear_model.OrthogonalMatchingPursuit
• ibex.sklearn.linear_model.OrthogonalMatchingPursuitCV
• ibex.sklearn.linear_model.PassiveAggressiveClassifier
• ibex.sklearn.linear_model.PassiveAggressiveRegressor
• ibex.sklearn.linear_model.Perceptron
• ibex.sklearn.linear_model.RandomizedLasso
• ibex.sklearn.linear_model.RandomizedLogisticRegression
• ibex.sklearn.linear_model.RANSACRegressor
• ibex.sklearn.linear_model.Ridge
• ibex.sklearn.linear_model.RidgeClassifier
• ibex.sklearn.linear_model.RidgeClassifierCV
• ibex.sklearn.linear_model.RidgeCV
• ibex.sklearn.linear_model.SGDClassifier
• ibex.sklearn.linear_model.SGDRegressor
• ibex.sklearn.linear_model.TheilSenRegressor

manifold

Module Doc

Members

• ibex.sklearn.manifold.Isomap
• ibex.sklearn.manifold.LocallyLinearEmbedding
• ibex.sklearn.manifold.MDS
• ibex.sklearn.manifold.SpectralEmbedding
• ibex.sklearn.manifold.TSNE

metrics

Module Doc

Members

mixture

Module Doc

Members

• ibex.sklearn.mixture.BayesianGaussianMixture
• ibex.sklearn.mixture.DPGMM
• ibex.sklearn.mixture.GaussianMixture
• ibex.sklearn.mixture.GMM
• ibex.sklearn.mixture.VBGMM

model_selection

Module Doc

Members

• ibex.sklearn.model_selection.GridSearchCV
• ibex.sklearn.model_selection.RandomizedSearchCV

multiclass

Module Doc

Members

• ibex.sklearn.multiclass._ConstantPredictor
• ibex.sklearn.multiclass.BaseEstimator
• ibex.sklearn.multiclass.LabelBinarizer
• ibex.sklearn.multiclass.OneVsOneClassifier
• ibex.sklearn.multiclass.OneVsRestClassifier
• ibex.sklearn.multiclass.OutputCodeClassifier

multioutput

Module Doc

Members

• ibex.sklearn.multioutput.BaseEstimator
• ibex.sklearn.multioutput.ClassifierChain
• ibex.sklearn.multioutput.MultiOutputClassifier
• ibex.sklearn.multioutput.MultiOutputEstimator
• ibex.sklearn.multioutput.MultiOutputRegressor

naive_bayes

Module Doc

Members

• ibex.sklearn.naive_bayes.BaseDiscreteNB
• ibex.sklearn.naive_bayes.BaseEstimator
• ibex.sklearn.naive_bayes.BaseNB
• ibex.sklearn.naive_bayes.BernoulliNB
• ibex.sklearn.naive_bayes.GaussianNB
• ibex.sklearn.naive_bayes.LabelBinarizer
• ibex.sklearn.naive_bayes.MultinomialNB

neighbors

Module Doc

Members

• ibex.sklearn.neighbors.KernelDensity
• ibex.sklearn.neighbors.KNeighborsClassifier
• ibex.sklearn.neighbors.KNeighborsRegressor
• ibex.sklearn.neighbors.LocalOutlierFactor
• ibex.sklearn.neighbors.LSHForest
• ibex.sklearn.neighbors.NearestCentroid
• ibex.sklearn.neighbors.NearestNeighbors
• ibex.sklearn.neighbors.RadiusNeighborsClassifier
• ibex.sklearn.neighbors.RadiusNeighborsRegressor

neural_network

Module Doc

Members

• ibex.sklearn.neural_network.BernoulliRBM
• ibex.sklearn.neural_network.MLPClassifier
• ibex.sklearn.neural_network.MLPRegressor

pipeline

Module Doc

Members

• ibex.sklearn.pipeline._BaseComposition
• ibex.sklearn.pipeline.FeatureUnion
• ibex.sklearn.pipeline.Pipeline

preprocessing

Module Doc

Members

• ibex.sklearn.preprocessing.Binarizer
• ibex.sklearn.preprocessing.FunctionTransformer
• ibex.sklearn.preprocessing.Imputer
• ibex.sklearn.preprocessing.KernelCenterer
• ibex.sklearn.preprocessing.LabelBinarizer
• ibex.sklearn.preprocessing.LabelEncoder
• ibex.sklearn.preprocessing.MaxAbsScaler
• ibex.sklearn.preprocessing.MinMaxScaler
• ibex.sklearn.preprocessing.MultiLabelBinarizer
• ibex.sklearn.preprocessing.Normalizer
• ibex.sklearn.preprocessing.OneHotEncoder
• ibex.sklearn.preprocessing.PolynomialFeatures
• ibex.sklearn.preprocessing.QuantileTransformer
• ibex.sklearn.preprocessing.RobustScaler
• ibex.sklearn.preprocessing.StandardScaler

random_projection

Module Doc

Members

• ibex.sklearn.random_projection.BaseEstimator
• ibex.sklearn.random_projection.BaseRandomProjection
• ibex.sklearn.random_projection.GaussianRandomProjection
• ibex.sklearn.random_projection.SparseRandomProjection

semi_supervised

Module Doc

Members

• ibex.sklearn.semi_supervised.LabelPropagation
• ibex.sklearn.semi_supervised.LabelSpreading

svm

Module Doc

Members

• ibex.sklearn.svm.LinearSVC
• ibex.sklearn.svm.LinearSVR
• ibex.sklearn.svm.NuSVC
• ibex.sklearn.svm.NuSVR
• ibex.sklearn.svm.OneClassSVM
• ibex.sklearn.svm.SVC
• ibex.sklearn.svm.SVR

tree

Module Doc

Members

• ibex.sklearn.tree.DecisionTreeClassifier
• ibex.sklearn.tree.DecisionTreeRegressor
• ibex.sklearn.tree.ExtraTreeClassifier
• ibex.sklearn.tree.ExtraTreeRegressor

cluster`

odule Doc

. automodule:: ibex.sklearn.cluster

decomposition`

odule Doc

. automodule:: ibex.sklearn.decomposition

otable Members

ibex.sklearn.decomposition.NMF

feature_selection`

odule Doc

. automodule:: ibex.sklearn.feature_selection

linear_model`

odule Doc

. automodule:: ibex.sklearn.linear_model

model_selection`

odule Doc

. automodule:: ibex.sklearn.model_selection

otable Members

ibex.sklearn.model_selection.cross_val_predict()

pipeline`

odule Doc

. automodule:: ibex.sklearn.pipeline

otable Members

ibex.sklearn.pipeline.make_union()

ibex.sklearn.pipeline.FeatureUnion

preprocessing`

odule Doc

. automodule:: ibex.sklearn.preprocessing

otable Members

ibex.sklearn.preprocessing.FunctionTransformer

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.

contrib.keras.wrappers.scikit_learn

Module Doc

Notable Members

• ibex.tensorflow.contrib.keras.wrappers.scikit_learn.KerasClassifier
• ibex.tensorflow.contrib.keras.wrappers.scikit_learn.KerasRegressor

xgboost

Module Doc

Note

Ibex does not require the installation of xgboost. If xgboost is not installed on the system, though, then this module will not be available.