Index

_

__init__() (scikits.learn.ball_tree.BallTree method) (scikits.learn.cluster.AffinityPropagation method) (scikits.learn.cluster.KMeans method) (scikits.learn.cluster.MeanShift method) (scikits.learn.cluster.SpectralClustering method) (scikits.learn.cluster.Ward method) (scikits.learn.covariance.LedoitWolf method) (scikits.learn.covariance.ShrunkCovariance method) (scikits.learn.cross_val.KFold method) (scikits.learn.cross_val.LeaveOneLabelOut method) (scikits.learn.cross_val.LeaveOneOut method) (scikits.learn.cross_val.LeavePLabelOut method) (scikits.learn.cross_val.LeavePOut method) (scikits.learn.cross_val.StratifiedKFold method) (scikits.learn.decomposition.FastICA method) (scikits.learn.decomposition.KernelPCA method) (scikits.learn.decomposition.NMF method) (scikits.learn.decomposition.PCA method) (scikits.learn.decomposition.ProbabilisticPCA method) (scikits.learn.decomposition.RandomizedPCA method) (scikits.learn.feature_extraction.text.CharNGramAnalyzer method) (scikits.learn.feature_extraction.text.RomanPreprocessor method) (scikits.learn.feature_extraction.text.TfidfTransformer method) (scikits.learn.feature_extraction.text.WordNGramAnalyzer method) (scikits.learn.feature_selection.rfe.RFE method) (scikits.learn.feature_selection.rfe.RFECV method) (scikits.learn.grid_search.GridSearchCV method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.lda.LDA method) (scikits.learn.linear_model.ARDRegression method) (scikits.learn.linear_model.BayesianRidge method) (scikits.learn.linear_model.ElasticNet method) (scikits.learn.linear_model.ElasticNetCV method) (scikits.learn.linear_model.LARS method) (scikits.learn.linear_model.Lasso method) (scikits.learn.linear_model.LassoCV method) (scikits.learn.linear_model.LassoLARS method) (scikits.learn.linear_model.LinearRegression method) (scikits.learn.linear_model.LogisticRegression method) (scikits.learn.linear_model.Ridge method) (scikits.learn.linear_model.RidgeCV method) (scikits.learn.linear_model.SGDClassifier method) (scikits.learn.linear_model.SGDRegressor method) (scikits.learn.linear_model.sparse.ElasticNet method) (scikits.learn.linear_model.sparse.Lasso method) (scikits.learn.linear_model.sparse.SGDClassifier method) (scikits.learn.linear_model.sparse.SGDRegressor method) (scikits.learn.mixture.GMM method) (scikits.learn.naive_bayes.GNB method) (scikits.learn.neighbors.NeighborsClassifier method) (scikits.learn.neighbors.NeighborsRegressor method) (scikits.learn.pipeline.Pipeline method) (scikits.learn.pls.CCA method) (scikits.learn.pls.PLSCanonical method) (scikits.learn.pls.PLSRegression method) (scikits.learn.pls.PLSSVD method) (scikits.learn.svm.LinearSVC method) (scikits.learn.svm.NuSVC method) (scikits.learn.svm.NuSVR method) (scikits.learn.svm.OneClassSVM method) (scikits.learn.svm.SVC method) (scikits.learn.svm.SVR method) (scikits.learn.svm.sparse.LinearSVC method) (scikits.learn.svm.sparse.NuSVC method) (scikits.learn.svm.sparse.NuSVR method) (scikits.learn.svm.sparse.OneClassSVM method) (scikits.learn.svm.sparse.SVC method) (scikits.learn.svm.sparse.SVR method)

A

AffinityPropagation (class in scikits.learn.cluster) analyze() (scikits.learn.feature_extraction.text.CharNGramAnalyzer method) (scikits.learn.feature_extraction.text.WordNGramAnalyzer method)

ARDRegression (class in scikits.learn.linear_model) auc() (in module scikits.learn.metrics)

B

BallTree (class in scikits.learn.ball_tree)

BayesianRidge (class in scikits.learn.linear_model)

C

CCA (class in scikits.learn.pls) CharNGramAnalyzer (class in scikits.learn.feature_extraction.text) classification_report() (in module scikits.learn.metrics) confusion_matrix() (in module scikits.learn.metrics)

covars (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.mixture.GMM attribute) cross_validation() (in module scikits.learn.svm.libsvm) cvtype (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.mixture.GMM attribute)

D

decision_function() (in module scikits.learn.svm.libsvm) (scikits.learn.lda.LDA method) (scikits.learn.linear_model.LogisticRegression method) (scikits.learn.linear_model.SGDClassifier method) (scikits.learn.linear_model.sparse.SGDClassifier method) (scikits.learn.svm.LinearSVC method) (scikits.learn.svm.NuSVC method) (scikits.learn.svm.NuSVR method) (scikits.learn.svm.OneClassSVM method) (scikits.learn.svm.SVC method) (scikits.learn.svm.SVR method) (scikits.learn.svm.sparse.LinearSVC method) (scikits.learn.svm.sparse.NuSVC method) (scikits.learn.svm.sparse.NuSVR method) (scikits.learn.svm.sparse.OneClassSVM method) (scikits.learn.svm.sparse.SVC method) (scikits.learn.svm.sparse.SVR method)

decode() (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.mixture.GMM method)

E

ElasticNet (class in scikits.learn.linear_model) (class in scikits.learn.linear_model.sparse) ElasticNetCV (class in scikits.learn.linear_model) emissionprob (scikits.learn.hmm.MultinomialHMM attribute)

euclidean_distances() (in module scikits.learn.metrics) (in module scikits.learn.metrics.pairwise) eval() (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.mixture.GMM method)

F

f1_score() (in module scikits.learn.metrics) f_classif() (in module scikits.learn.feature_selection.univariate_selection) f_regression() (in module scikits.learn.feature_selection.univariate_selection) FastICA (class in scikits.learn.decomposition)

fastica() (in module scikits.learn.decomposition) fbeta_score() (in module scikits.learn.metrics) fit() (in module scikits.learn.svm.libsvm) (scikits.learn.cluster.AffinityPropagation method) (scikits.learn.cluster.KMeans method) (scikits.learn.cluster.MeanShift method) (scikits.learn.cluster.SpectralClustering method) (scikits.learn.cluster.Ward method) (scikits.learn.covariance.LedoitWolf method) (scikits.learn.covariance.ShrunkCovariance method) (scikits.learn.decomposition.KernelPCA method) (scikits.learn.decomposition.NMF method) (scikits.learn.decomposition.PCA method) (scikits.learn.decomposition.ProbabilisticPCA method) (scikits.learn.decomposition.RandomizedPCA method) (scikits.learn.feature_extraction.text.CountVectorizer method) (scikits.learn.feature_extraction.text.TfidfTransformer method) (scikits.learn.feature_extraction.text.Vectorizer method) (scikits.learn.feature_selection.rfe.RFE method) (scikits.learn.feature_selection.rfe.RFECV method) (scikits.learn.grid_search.GridSearchCV method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.lda.LDA method) (scikits.learn.linear_model.ARDRegression method) (scikits.learn.linear_model.BayesianRidge method) (scikits.learn.linear_model.ElasticNet method) (scikits.learn.linear_model.ElasticNetCV method) (scikits.learn.linear_model.LARS method) (scikits.learn.linear_model.Lasso method) (scikits.learn.linear_model.LassoCV method) (scikits.learn.linear_model.LassoLARS method) (scikits.learn.linear_model.LinearRegression method) (scikits.learn.linear_model.LogisticRegression method) (scikits.learn.linear_model.Ridge method) (scikits.learn.linear_model.RidgeCV method) (scikits.learn.linear_model.SGDClassifier method) (scikits.learn.linear_model.SGDRegressor method) (scikits.learn.linear_model.sparse.ElasticNet method) (scikits.learn.linear_model.sparse.Lasso method) (scikits.learn.linear_model.sparse.SGDClassifier method) (scikits.learn.linear_model.sparse.SGDRegressor method) (scikits.learn.mixture.GMM method) (scikits.learn.naive_bayes.GNB method) (scikits.learn.neighbors.NeighborsClassifier method) (scikits.learn.neighbors.NeighborsRegressor method) (scikits.learn.svm.LinearSVC method) (scikits.learn.svm.NuSVC method) (scikits.learn.svm.NuSVR method) (scikits.learn.svm.OneClassSVM method) (scikits.learn.svm.SVC method) (scikits.learn.svm.SVR method) (scikits.learn.svm.sparse.LinearSVC method) (scikits.learn.svm.sparse.NuSVC method) (scikits.learn.svm.sparse.NuSVR method) (scikits.learn.svm.sparse.SVC method) (scikits.learn.svm.sparse.SVR method) fit_transform() (scikits.learn.decomposition.KernelPCA method) (scikits.learn.decomposition.NMF method) (scikits.learn.decomposition.PCA method) (scikits.learn.decomposition.ProbabilisticPCA method) (scikits.learn.feature_extraction.text.CountVectorizer method) (scikits.learn.feature_extraction.text.Vectorizer method)

G

GaussianHMM (class in scikits.learn.hmm) get_mixing_matrix() (scikits.learn.decomposition.FastICA method) GMM (class in scikits.learn.mixture) GMMHMM (class in scikits.learn.hmm)

GNB (class in scikits.learn.naive_bayes) grid_to_graph() (in module scikits.learn.feature_extraction.image) GridSearchCV (class in scikits.learn.grid_search)

I

img_to_graph() (in module scikits.learn.feature_extraction.image)

inverse_transform() (scikits.learn.decomposition.KernelPCA method) (scikits.learn.decomposition.PCA method) (scikits.learn.decomposition.ProbabilisticPCA method) (scikits.learn.decomposition.RandomizedPCA method)

K

KernelPCA (class in scikits.learn.decomposition) KFold (class in scikits.learn.cross_val) KMeans (class in scikits.learn.cluster)

kneighbors() (scikits.learn.neighbors.NeighborsClassifier method) (scikits.learn.neighbors.NeighborsRegressor method) kneighbors_graph() (in module scikits.learn.neighbors)

L

l1_min_c() (in module scikits.learn.svm) LARS (class in scikits.learn.linear_model) lars_path() (in module scikits.learn.linear_model) Lasso (class in scikits.learn.linear_model) (class in scikits.learn.linear_model.sparse) lasso_path() (in module scikits.learn.linear_model) LassoCV (class in scikits.learn.linear_model) LassoLARS (class in scikits.learn.linear_model) LDA (class in scikits.learn.lda) LeaveOneLabelOut (class in scikits.learn.cross_val) LeaveOneOut (class in scikits.learn.cross_val) LeavePLabelOut (class in scikits.learn.cross_val)

LeavePOut (class in scikits.learn.cross_val) ledoit_wolf() (in module scikits.learn.covariance) LedoitWolf (class in scikits.learn.covariance) linear_kernel() (in module scikits.learn.metrics.pairwise) LinearRegression (class in scikits.learn.linear_model) LinearSVC (class in scikits.learn.svm) (class in scikits.learn.svm.sparse) load_diabetes() (in module scikits.learn.datasets) load_digits() (in module scikits.learn.datasets) load_iris() (in module scikits.learn.datasets) load_linnerud() (in module scikits.learn.datasets) LogisticRegression (class in scikits.learn.linear_model)

M

mean_square_error() (in module scikits.learn.metrics) means (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.mixture.GMM attribute) MeanShift (class in scikits.learn.cluster)

mse() (scikits.learn.covariance.LedoitWolf method) (scikits.learn.covariance.ShrunkCovariance method) MultinomialHMM (class in scikits.learn.hmm)

N

n_states (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.hmm.GMMHMM attribute) (scikits.learn.hmm.MultinomialHMM attribute) (scikits.learn.mixture.GMM attribute) NeighborsClassifier (class in scikits.learn.neighbors) NeighborsRegressor (class in scikits.learn.neighbors)

NMF (class in scikits.learn.decomposition) NuSVC (class in scikits.learn.svm) (class in scikits.learn.svm.sparse) NuSVR (class in scikits.learn.svm) (class in scikits.learn.svm.sparse)

O

oas() (in module scikits.learn.covariance)

OneClassSVM (class in scikits.learn.svm) (class in scikits.learn.svm.sparse)

P

path() (scikits.learn.linear_model.ElasticNetCV static method) (scikits.learn.linear_model.LassoCV static method) PCA (class in scikits.learn.decomposition) Pipeline (class in scikits.learn.pipeline) PLSCanonical (class in scikits.learn.pls) PLSRegression (class in scikits.learn.pls) PLSSVD (class in scikits.learn.pls) polynomial_kernel() (in module scikits.learn.metrics.pairwise) precision_recall_curve() (in module scikits.learn.metrics)

precision_recall_fscore_support() (in module scikits.learn.metrics) precision_score() (in module scikits.learn.metrics) predict() (in module scikits.learn.svm.libsvm) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.lda.LDA method) (scikits.learn.linear_model.ARDRegression method) (scikits.learn.linear_model.BayesianRidge method) (scikits.learn.linear_model.ElasticNet method) (scikits.learn.linear_model.ElasticNetCV method) (scikits.learn.linear_model.LARS method) (scikits.learn.linear_model.Lasso method) (scikits.learn.linear_model.LassoCV method) (scikits.learn.linear_model.LassoLARS method) (scikits.learn.linear_model.LinearRegression method) (scikits.learn.linear_model.LogisticRegression method) (scikits.learn.linear_model.Ridge method) (scikits.learn.linear_model.RidgeCV method) (scikits.learn.linear_model.SGDClassifier method) (scikits.learn.linear_model.SGDRegressor method) (scikits.learn.linear_model.sparse.ElasticNet method) (scikits.learn.linear_model.sparse.Lasso method) (scikits.learn.linear_model.sparse.SGDClassifier method) (scikits.learn.linear_model.sparse.SGDRegressor method) (scikits.learn.mixture.GMM method) (scikits.learn.naive_bayes.GNB method) (scikits.learn.neighbors.NeighborsClassifier method) (scikits.learn.neighbors.NeighborsRegressor method) (scikits.learn.pls.CCA method) (scikits.learn.pls.PLSCanonical method) (scikits.learn.pls.PLSRegression method) (scikits.learn.svm.LinearSVC method) (scikits.learn.svm.NuSVC method) (scikits.learn.svm.NuSVR method) (scikits.learn.svm.OneClassSVM method) (scikits.learn.svm.SVC method) (scikits.learn.svm.SVR method) (scikits.learn.svm.sparse.LinearSVC method) (scikits.learn.svm.sparse.NuSVC method) (scikits.learn.svm.sparse.NuSVR method) (scikits.learn.svm.sparse.OneClassSVM method) (scikits.learn.svm.sparse.SVC method) (scikits.learn.svm.sparse.SVR method) predict_log_proba() (scikits.learn.lda.LDA method) (scikits.learn.linear_model.LogisticRegression method) (scikits.learn.naive_bayes.GNB method) (scikits.learn.svm.NuSVC method) (scikits.learn.svm.NuSVR method) (scikits.learn.svm.OneClassSVM method) (scikits.learn.svm.SVC method) (scikits.learn.svm.SVR method) (scikits.learn.svm.sparse.NuSVC method) (scikits.learn.svm.sparse.NuSVR method) (scikits.learn.svm.sparse.OneClassSVM method) (scikits.learn.svm.sparse.SVC method) (scikits.learn.svm.sparse.SVR method) predict_proba() (in module scikits.learn.svm.libsvm) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.lda.LDA method) (scikits.learn.linear_model.LogisticRegression method) (scikits.learn.linear_model.SGDClassifier method) (scikits.learn.linear_model.sparse.SGDClassifier method) (scikits.learn.mixture.GMM method) (scikits.learn.naive_bayes.GNB method) (scikits.learn.svm.NuSVC method) (scikits.learn.svm.NuSVR method) (scikits.learn.svm.OneClassSVM method) (scikits.learn.svm.SVC method) (scikits.learn.svm.SVR method) (scikits.learn.svm.sparse.NuSVC method) (scikits.learn.svm.sparse.NuSVR method) (scikits.learn.svm.sparse.OneClassSVM method) (scikits.learn.svm.sparse.SVC method) (scikits.learn.svm.sparse.SVR method) preprocess() (scikits.learn.feature_extraction.text.RomanPreprocessor method) ProbabilisticPCA (class in scikits.learn.decomposition)

R

r2_score() (in module scikits.learn.metrics) RandomizedPCA (class in scikits.learn.decomposition) rbf_kernel() (in module scikits.learn.metrics.pairwise) recall_score() (in module scikits.learn.metrics) RFE (class in scikits.learn.feature_selection.rfe) RFECV (class in scikits.learn.feature_selection.rfe)

Ridge (class in scikits.learn.linear_model) RidgeCV (class in scikits.learn.linear_model) roc_curve() (in module scikits.learn.metrics) RomanPreprocessor (class in scikits.learn.feature_extraction.text) rvs() (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.mixture.GMM method)

S

scikits.learn.cluster (module) scikits.learn.covariance (module) scikits.learn.cross_val (module) scikits.learn.decomposition (module) scikits.learn.feature_extraction (module) scikits.learn.feature_extraction.image (module) scikits.learn.feature_extraction.text (module) scikits.learn.feature_selection (module) scikits.learn.grid_search (module) scikits.learn.hmm (module) scikits.learn.linear_model (module) scikits.learn.linear_model.sparse (module) scikits.learn.metrics (module) scikits.learn.metrics.pairwise (module) scikits.learn.mixture (module) scikits.learn.naive_bayes (module) scikits.learn.neighbors (module) scikits.learn.pipeline (module)

scikits.learn.pls (module) scikits.learn.svm (module) scikits.learn.svm.sparse (module) score() (scikits.learn.covariance.LedoitWolf method) (scikits.learn.covariance.ShrunkCovariance method) (scikits.learn.decomposition.ProbabilisticPCA method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.lda.LDA method) (scikits.learn.linear_model.ARDRegression method) (scikits.learn.linear_model.BayesianRidge method) (scikits.learn.linear_model.ElasticNet method) (scikits.learn.linear_model.ElasticNetCV method) (scikits.learn.linear_model.LARS method) (scikits.learn.linear_model.Lasso method) (scikits.learn.linear_model.LassoCV method) (scikits.learn.linear_model.LassoLARS method) (scikits.learn.linear_model.LinearRegression method) (scikits.learn.linear_model.LogisticRegression method) (scikits.learn.linear_model.Ridge method) (scikits.learn.linear_model.RidgeCV method) (scikits.learn.linear_model.SGDClassifier method) (scikits.learn.linear_model.SGDRegressor method) (scikits.learn.linear_model.sparse.ElasticNet method) (scikits.learn.linear_model.sparse.Lasso method) (scikits.learn.linear_model.sparse.SGDClassifier method) (scikits.learn.linear_model.sparse.SGDRegressor method) (scikits.learn.mixture.GMM method) (scikits.learn.naive_bayes.GNB method) (scikits.learn.neighbors.NeighborsClassifier method) (scikits.learn.neighbors.NeighborsRegressor method) (scikits.learn.svm.LinearSVC method) (scikits.learn.svm.NuSVC method) (scikits.learn.svm.NuSVR method) (scikits.learn.svm.SVC method) (scikits.learn.svm.SVR method) (scikits.learn.svm.sparse.LinearSVC method) (scikits.learn.svm.sparse.NuSVC method) (scikits.learn.svm.sparse.NuSVR method) (scikits.learn.svm.sparse.SVC method) (scikits.learn.svm.sparse.SVR method) SelectFdr() (in module scikits.learn.feature_selection.univariate_selection) SelectFpr() (in module scikits.learn.feature_selection.univariate_selection) SelectFwe() (in module scikits.learn.feature_selection.univariate_selection) SelectKBest() (in module scikits.learn.feature_selection.univariate_selection) SelectPercentile() (in module scikits.learn.feature_selection.univariate_selection) SGDClassifier (class in scikits.learn.linear_model) (class in scikits.learn.linear_model.sparse) SGDRegressor (class in scikits.learn.linear_model) (class in scikits.learn.linear_model.sparse) shrunk_covariance() (in module scikits.learn.covariance) ShrunkCovariance (class in scikits.learn.covariance) SpectralClustering (class in scikits.learn.cluster) startprob (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.hmm.GMMHMM attribute) (scikits.learn.hmm.MultinomialHMM attribute) StratifiedKFold (class in scikits.learn.cross_val) SVC (class in scikits.learn.svm) (class in scikits.learn.svm.sparse) SVR (class in scikits.learn.svm) (class in scikits.learn.svm.sparse)

T

TfidfTransformer (class in scikits.learn.feature_extraction.text) transform() (scikits.learn.decomposition.FastICA method) (scikits.learn.decomposition.KernelPCA method) (scikits.learn.decomposition.NMF method) (scikits.learn.decomposition.PCA method) (scikits.learn.decomposition.ProbabilisticPCA method) (scikits.learn.decomposition.RandomizedPCA method) (scikits.learn.feature_extraction.text.CountVectorizer method) (scikits.learn.feature_extraction.text.TfidfTransformer method) (scikits.learn.feature_extraction.text.Vectorizer method) (scikits.learn.feature_selection.rfe.RFE method) (scikits.learn.feature_selection.rfe.RFECV method) (scikits.learn.lda.LDA method) (scikits.learn.pls.CCA method) (scikits.learn.pls.PLSCanonical method) (scikits.learn.pls.PLSRegression method) (scikits.learn.pls.PLSSVD method)

transmat (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.hmm.GMMHMM attribute) (scikits.learn.hmm.MultinomialHMM attribute)

W

Ward (class in scikits.learn.cluster) weights (scikits.learn.mixture.GMM attribute)

WordNGramAnalyzer (class in scikits.learn.feature_extraction.text)

Z

zero_one() (in module scikits.learn.metrics)

zero_one_score() (in module scikits.learn.metrics)