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.covariance.Covariance 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.fastica.FastICA 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_extraction.text.sparse.TfidfTransformer 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.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.pca.PCA method) (scikits.learn.pca.ProbabilisticPCA method) (scikits.learn.pca.RandomizedPCA method) (scikits.learn.pipeline.Pipeline 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) 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

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

Covariance (class in scikits.learn.covariance) covars (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.mixture.GMM attribute) cvtype (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.mixture.GMM attribute)

D

data (scikits.learn.ball_tree.BallTree attribute) decision_function() (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) dim (scikits.learn.ball_tree.BallTree attribute)

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) 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.fastica)

fastica() (in module scikits.learn.fastica) fbeta_score() (in module scikits.learn.metrics) fit() (scikits.learn.cluster.AffinityPropagation method) (scikits.learn.cluster.KMeans method) (scikits.learn.cluster.MeanShift method) (scikits.learn.cluster.SpectralClustering method) (scikits.learn.feature_extraction.text.CountVectorizer method) (scikits.learn.feature_extraction.text.TfidfTransformer method) (scikits.learn.feature_extraction.text.sparse.CountVectorizer method) (scikits.learn.feature_extraction.text.sparse.TfidfTransformer 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.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.neighbors.NeighborsClassifier method) (scikits.learn.neighbors.NeighborsRegressor method) (scikits.learn.pca.PCA method) (scikits.learn.pca.ProbabilisticPCA method) (scikits.learn.pca.RandomizedPCA 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.feature_extraction.text.CountVectorizer method) (scikits.learn.feature_extraction.text.Vectorizer method) (scikits.learn.feature_extraction.text.sparse.CountVectorizer method) (scikits.learn.feature_extraction.text.sparse.Vectorizer method)

G

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

GMMHMM (class in scikits.learn.hmm) GNB (class in scikits.learn.naive_bayes) GridSearchCV (class in scikits.learn.grid_search)

I

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

inverse_transform() (scikits.learn.pca.PCA method) (scikits.learn.pca.ProbabilisticPCA method) (scikits.learn.pca.RandomizedPCA method)

K

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) knn_brute() (in module scikits.learn.ball_tree)

L

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) 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) LinearRegression (class in scikits.learn.linear_model) LinearSVC (class in scikits.learn.svm) (class in scikits.learn.svm.sparse) 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) 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)

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

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.pca) Pipeline (class in scikits.learn.pipeline) 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() (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.MultinomialHMM 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.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.OneClassSVM method) (scikits.learn.svm.sparse.SVC method) (scikits.learn.svm.sparse.SVR method) predict_log_proba() (scikits.learn.linear_model.LogisticRegression 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() (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.MultinomialHMM 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.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) ProbabilisticPCA (class in scikits.learn.pca)

Q

query() (scikits.learn.ball_tree.BallTree method)

query_ball() (scikits.learn.ball_tree.BallTree method)

R

r2_score() (in module scikits.learn.metrics) RandomizedPCA (class in scikits.learn.pca) 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

score() (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.MultinomialHMM 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.pca.ProbabilisticPCA 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)

ShrunkCovariance (class in scikits.learn.covariance) size (scikits.learn.ball_tree.BallTree attribute) 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) (class in scikits.learn.feature_extraction.text.sparse) transform() (scikits.learn.fastica.FastICA 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_extraction.text.sparse.CountVectorizer method) (scikits.learn.feature_extraction.text.sparse.TfidfTransformer method) (scikits.learn.feature_extraction.text.sparse.Vectorizer method) (scikits.learn.feature_selection.rfe.RFE method) (scikits.learn.feature_selection.rfe.RFECV method) (scikits.learn.pca.PCA method) (scikits.learn.pca.ProbabilisticPCA method) (scikits.learn.pca.RandomizedPCA method)

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

W

weights (scikits.learn.mixture.GMM attribute) white_spaces (scikits.learn.feature_extraction.text.CharNGramAnalyzer 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)