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.feature_extraction.text.CharNGramAnalyzer method) (scikits.learn.feature_extraction.text.SparseHashingVectorizer method) (scikits.learn.feature_extraction.text.TermCountVectorizer method) (scikits.learn.feature_extraction.text.TfidfTransformer method) (scikits.learn.feature_extraction.text.TfidfVectorizer method) (scikits.learn.feature_extraction.text.WordNGramAnalyzer method) (scikits.learn.feature_selection.rfe.RFE method) (scikits.learn.feature_selection.rfe.RFECV method) (scikits.learn.glm.ARDRegression method) (scikits.learn.glm.BayesianRidge method) (scikits.learn.glm.ElasticNet method) (scikits.learn.glm.ElasticNetCV method) (scikits.learn.glm.LARS method) (scikits.learn.glm.Lasso method) (scikits.learn.glm.LassoCV method) (scikits.learn.glm.LassoLARS method) (scikits.learn.glm.LinearRegression method) (scikits.learn.glm.Ridge method) (scikits.learn.glm.sparse.ElasticNet method) (scikits.learn.glm.sparse.Lasso method) (scikits.learn.gmm.GMM method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.logistic.LogisticRegression method) (scikits.learn.naive_bayes.GNB method) (scikits.learn.neighbors.Neighbors 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), [1]

ARDRegression (class in scikits.learn.glm)

B

BallTree (class in scikits.learn.ball_tree)

BayesianRidge (class in scikits.learn.glm)

C

CharNGramAnalyzer (class in scikits.learn.feature_extraction.text) Covariance (class in scikits.learn.covariance)

covars (scikits.learn.gmm.GMM attribute), [1] (scikits.learn.hmm.GaussianHMM attribute) cvtype (scikits.learn.gmm.GMM attribute), [1] (scikits.learn.hmm.GaussianHMM attribute)

D

data (scikits.learn.ball_tree.BallTree attribute) decode() (scikits.learn.gmm.GMM method), [1] (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method)

dim (scikits.learn.ball_tree.BallTree attribute)

E

ElasticNet (class in scikits.learn.glm) (class in scikits.learn.glm.sparse) ElasticNetCV (class in scikits.learn.glm)

emissionprob (scikits.learn.hmm.MultinomialHMM attribute) eval() (scikits.learn.gmm.GMM method), [1] (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method)

F

f_classif() (in module scikits.learn.feature_selection.univariate_selection) f_regression() (in module scikits.learn.feature_selection.univariate_selection)

fit() (scikits.learn.cluster.AffinityPropagation method), [1] (scikits.learn.cluster.KMeans method), [1] (scikits.learn.cluster.MeanShift method), [1] (scikits.learn.cluster.SpectralClustering method), [1] (scikits.learn.feature_extraction.text.TermCountVectorizer method) (scikits.learn.feature_extraction.text.TfidfTransformer method) (scikits.learn.feature_selection.rfe.RFE method) (scikits.learn.feature_selection.rfe.RFECV method) (scikits.learn.glm.ARDRegression method) (scikits.learn.glm.BayesianRidge method) (scikits.learn.glm.ElasticNet method) (scikits.learn.glm.ElasticNetCV method) (scikits.learn.glm.Lasso method) (scikits.learn.glm.LassoCV method) (scikits.learn.glm.LassoLARS method) (scikits.learn.glm.LinearRegression method) (scikits.learn.glm.Ridge method) (scikits.learn.glm.sparse.ElasticNet method) (scikits.learn.glm.sparse.Lasso method) (scikits.learn.gmm.GMM method), [1] (scikits.learn.grid_search.GridSearchCV method) (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.logistic.LogisticRegression 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)

G

GaussianHMM (class in scikits.learn.hmm) get_tfidf() (scikits.learn.feature_extraction.text.SparseHashingVectorizer method) GMM (class in scikits.learn.gmm), [1]

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)

K

KFold (class in scikits.learn.cross_val) KMeans (class in scikits.learn.cluster), [1]

kneighbors() (scikits.learn.neighbors.Neighbors method) knn_brute() (in module scikits.learn.ball_tree)

L

LARS (class in scikits.learn.glm) lars_path() (in module scikits.learn.glm), [1] Lasso (class in scikits.learn.glm) (class in scikits.learn.glm.sparse) LassoCV (class in scikits.learn.glm) LassoLARS (class in scikits.learn.glm) 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) LedoitWolf (class in scikits.learn.covariance) LinearRegression (class in scikits.learn.glm) LinearSVC (class in scikits.learn.svm) (class in scikits.learn.svm.sparse) LogisticRegression (class in scikits.learn.logistic)

M

means (scikits.learn.gmm.GMM attribute), [1] (scikits.learn.hmm.GaussianHMM attribute) MeanShift (class in scikits.learn.cluster), [1]

MultinomialHMM (class in scikits.learn.hmm)

N

n_dim (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.hmm.GMMHMM attribute) n_states (scikits.learn.gmm.GMM attribute), [1] (scikits.learn.hmm.GMMHMM attribute) (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.hmm.MultinomialHMM attribute) Neighbors (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.glm.ElasticNetCV static method) (scikits.learn.glm.LassoCV static method) Pipeline (class in scikits.learn.pipeline) predict() (scikits.learn.glm.ARDRegression method) (scikits.learn.glm.BayesianRidge method) (scikits.learn.glm.ElasticNet method) (scikits.learn.glm.ElasticNetCV method) (scikits.learn.glm.LARS method) (scikits.learn.glm.Lasso method) (scikits.learn.glm.LassoCV method) (scikits.learn.glm.LassoLARS method) (scikits.learn.glm.LinearRegression method) (scikits.learn.glm.Ridge method) (scikits.learn.glm.sparse.ElasticNet method) (scikits.learn.glm.sparse.Lasso method) (scikits.learn.gmm.GMM method), [1] (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.logistic.LogisticRegression method) (scikits.learn.neighbors.Neighbors 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.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_margin() (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.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)

Q

query (scikits.learn.ball_tree.BallTree attribute)

query_ball (scikits.learn.ball_tree.BallTree attribute)

R

RFE (class in scikits.learn.feature_selection.rfe) RFECV (class in scikits.learn.feature_selection.rfe)

Ridge (class in scikits.learn.glm) rvs() (scikits.learn.gmm.GMM method), [1] (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method)

S

score() (scikits.learn.glm.ARDRegression method) (scikits.learn.glm.BayesianRidge method) (scikits.learn.glm.ElasticNet method) (scikits.learn.glm.ElasticNetCV method) (scikits.learn.glm.LARS method) (scikits.learn.glm.Lasso method) (scikits.learn.glm.LassoCV method) (scikits.learn.glm.LassoLARS method) (scikits.learn.glm.LinearRegression method) (scikits.learn.glm.Ridge method) (scikits.learn.glm.sparse.ElasticNet method) (scikits.learn.glm.sparse.Lasso method) (scikits.learn.gmm.GMM method), [1] (scikits.learn.hmm.GMMHMM method) (scikits.learn.hmm.GaussianHMM method) (scikits.learn.hmm.MultinomialHMM method) (scikits.learn.logistic.LogisticRegression method) (scikits.learn.naive_bayes.GNB method) (scikits.learn.neighbors.Neighbors 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) ShrunkCovariance (class in scikits.learn.covariance)

size (scikits.learn.ball_tree.BallTree attribute) SparseHashingVectorizer (class in scikits.learn.feature_extraction.text) SpectralClustering (class in scikits.learn.cluster), [1] 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

TermCountVectorizer (class in scikits.learn.feature_extraction.text) TfidfTransformer (class in scikits.learn.feature_extraction.text) TfidfVectorizer (class in scikits.learn.feature_extraction.text)

transform() (scikits.learn.feature_extraction.text.TermCountVectorizer method) (scikits.learn.feature_extraction.text.TfidfTransformer method) (scikits.learn.feature_selection.rfe.RFE method) (scikits.learn.feature_selection.rfe.RFECV method) transmat (scikits.learn.hmm.GaussianHMM attribute) (scikits.learn.hmm.GMMHMM attribute) (scikits.learn.hmm.MultinomialHMM attribute)

V

vectorize() (scikits.learn.feature_extraction.text.SparseHashingVectorizer method)

vectorize_files() (scikits.learn.feature_extraction.text.SparseHashingVectorizer method)

W

weights (scikits.learn.gmm.GMM attribute), [1]

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