=============== Class reference =============== .. TODO: put some order here. Alphabetical ? Support Vector Machines ======================= .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst svm.SVC svm.LinearSVC svm.NuSVC svm.SVR svm.NuSVR svm.OneClassSVM For sparse data ----------------- .. autosummary:: :toctree: generated/ :template: class.rst svm.sparse.SVC svm.sparse.NuSVC svm.sparse.SVR svm.sparse.NuSVR svm.sparse.OneClassSVM svm.sparse.LinearSVC Generalized Linear Models ========================= .. autosummary:: :toctree: generated/ :template: class.rst linear_model.LinearRegression linear_model.Ridge linear_model.Lasso linear_model.LassoCV linear_model.ElasticNet linear_model.ElasticNetCV linear_model.LARS linear_model.LassoLARS linear_model.LogisticRegression linear_model.SGDClassifier linear_model.SGDRegressor .. autosummary:: :toctree: generated/ :template: function.rst linear_model.lasso_path linear_model.lars_path For sparse data --------------- .. autosummary:: :toctree: generated/ :template: class.rst linear_model.sparse.Lasso linear_model.sparse.ElasticNet linear_model.sparse.SGDClassifier linear_model.sparse.SGDRegressor Bayesian Regression =================== .. autosummary:: :toctree: generated/ :template: class.rst linear_model.BayesianRidge linear_model.ARDRegression Naive Bayes =========== .. autosummary:: :toctree: generated/ :template: class.rst naive_bayes.GNB Nearest Neighbors ================= .. autosummary:: :toctree: generated/ :template: class.rst neighbors.Neighbors neighbors.NeighborsBarycenter ball_tree.BallTree .. autosummary:: :toctree: generated/ :template: function.rst ball_tree.knn_brute Gaussian Mixture Models ======================= .. autosummary:: :toctree: generated/ :template: class.rst mixture.GMM Hidden Markov Models ==================== .. autosummary:: :toctree: generated/ :template: class.rst hmm.GaussianHMM hmm.MultinomialHMM hmm.GMMHMM Clustering ========== .. autosummary:: :toctree: generated/ :template: class.rst cluster.KMeans cluster.MeanShift cluster.SpectralClustering cluster.AffinityPropagation Covariance Estimators ===================== .. autosummary:: :toctree: generated/ :template: class.rst covariance.Covariance covariance.ShrunkCovariance covariance.LedoitWolf .. autosummary:: :toctree: generated/ :template: function.rst covariance.ledoit_wolf Signal Decomposition ======================= .. autosummary:: :toctree: generated/ :template: class.rst pca.PCA pca.ProbabilisticPCA fastica.FastICA .. autosummary:: :toctree: generated/ :template: function.rst fastica.fastica Cross Validation =================== .. autosummary:: :toctree: generated/ :template: class.rst cross_val.LeaveOneOut cross_val.LeavePOut cross_val.KFold cross_val.StratifiedKFold cross_val.LeaveOneLabelOut cross_val.LeavePLabelOut Grid Search =========== .. autosummary:: :toctree: generated/ :template: class.rst grid_search.GridSearchCV .. _feature_selection_ref: Feature Selection ================= .. autosummary:: :toctree: generated/ :template: class.rst feature_selection.rfe.RFE feature_selection.rfe.RFECV .. _feature_extraction_ref: Feature Extraction ================== .. autosummary:: :toctree: generated/ :template: function.rst feature_extraction.image.img_to_graph .. autosummary:: :toctree: generated/ :template: class.rst feature_extraction.text.RomanPreprocessor feature_extraction.text.WordNGramAnalyzer feature_extraction.text.CharNGramAnalyzer feature_extraction.text.CountVectorizer feature_extraction.text.TfidfTransformer feature_extraction.text.Vectorizer For sparse data --------------- .. autosummary:: :toctree: generated/ :template: class.rst feature_extraction.text.sparse.TfidfTransformer feature_extraction.text.sparse.CountVectorizer feature_extraction.text.sparse.Vectorizer Pipeline ======== .. autosummary:: :toctree: generated/ :template: class.rst pipeline.Pipeline