=============== 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 Logistic Regression =================== .. autosummary:: :toctree: generated/ :template: class.rst logistic.LogisticRegression Generalized Linear Models ========================= .. autosummary:: :toctree: generated/ :template: class.rst glm.LinearRegression glm.Ridge glm.Lasso glm.LassoCV glm.ElasticNet glm.ElasticNetCV glm.LARS glm.LassoLARS .. autosummary:: :toctree: generated/ :template: function.rst glm.lars_path For sparse data --------------- .. autosummary:: :toctree: generated/ :template: class.rst glm.sparse.Lasso glm.sparse.ElasticNet Bayesian Regression =================== .. autosummary:: :toctree: generated/ :template: class.rst glm.BayesianRidge glm.ARDRegression Naive Bayes =========== .. autosummary:: :toctree: generated/ :template: class.rst naive_bayes.GNB Nearest Neighbors ================= .. autosummary:: :toctree: generated/ :template: class.rst neighbors.Neighbors ball_tree.BallTree .. autosummary:: :toctree: generated/ :template: function.rst ball_tree.knn_brute Gaussian Mixture Models ======================= .. autosummary:: :toctree: generated/ :template: class.rst gmm.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 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 .. _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.WordNGramAnalyzer feature_extraction.text.CharNGramAnalyzer feature_extraction.text.TermCountVectorizer feature_extraction.text.TfidfTransformer feature_extraction.text.TfidfVectorizer feature_extraction.text.SparseHashingVectorizer Pipeline ======== .. autosummary:: :toctree: generated/ :template: class.rst pipeline.Pipeline