=============== Class reference =============== .. TODO: put some order here. Alphabetical ? Support Vector Machines ======================= .. automodule:: scikits.learn.svm :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst svm.SVC svm.LinearSVC svm.NuSVC svm.SVR svm.NuSVR svm.OneClassSVM .. autosummary:: :toctree: generated/ :template: function.rst svm.l1_min_c For sparse data --------------- .. automodule:: scikits.learn.svm.sparse :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst svm.sparse.SVC svm.sparse.NuSVC svm.sparse.SVR svm.sparse.NuSVR svm.sparse.OneClassSVM svm.sparse.LinearSVC Low-level methods ----------------- .. autosummary:: :toctree: generated :template: function.rst svm.libsvm.fit svm.libsvm.decision_function svm.libsvm.predict svm.libsvm.predict_proba svm.libsvm.cross_validation Generalized Linear Models ========================= .. automodule:: scikits.learn.linear_model :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst linear_model.LinearRegression linear_model.Ridge linear_model.RidgeCV 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 linear_model.BayesianRidge linear_model.ARDRegression .. autosummary:: :toctree: generated/ :template: function.rst linear_model.lasso_path linear_model.lars_path For sparse data --------------- .. automodule:: scikits.learn.linear_model.sparse :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst linear_model.sparse.Lasso linear_model.sparse.ElasticNet linear_model.sparse.SGDClassifier linear_model.sparse.SGDRegressor Naive Bayes =========== .. automodule:: scikits.learn.naive_bayes :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst naive_bayes.GNB Nearest Neighbors ================= .. automodule:: scikits.learn.neighbors :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst neighbors.NeighborsClassifier neighbors.NeighborsRegressor ball_tree.BallTree .. autosummary:: :toctree: generated/ :template: function.rst neighbors.kneighbors_graph Gaussian Mixture Models ======================= .. automodule:: scikits.learn.mixture :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst mixture.GMM Hidden Markov Models ==================== .. automodule:: scikits.learn.hmm :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst hmm.GaussianHMM hmm.MultinomialHMM hmm.GMMHMM Clustering ========== .. automodule:: scikits.learn.cluster :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst cluster.KMeans cluster.MeanShift cluster.SpectralClustering cluster.AffinityPropagation cluster.Ward Metrics ======= .. automodule:: scikits.learn.metrics :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: function.rst metrics.euclidean_distances metrics.confusion_matrix metrics.roc_curve metrics.auc metrics.precision_score metrics.recall_score metrics.fbeta_score metrics.f1_score metrics.precision_recall_fscore_support metrics.classification_report metrics.precision_recall_curve metrics.r2_score metrics.zero_one_score metrics.zero_one metrics.mean_square_error Pairwise metrics ------------------ .. automodule:: scikits.learn.metrics.pairwise :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: function.rst metrics.pairwise.euclidean_distances metrics.pairwise.linear_kernel metrics.pairwise.polynomial_kernel metrics.pairwise.rbf_kernel Covariance Estimators ===================== .. automodule:: scikits.learn.covariance :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst covariance.Covariance covariance.ShrunkCovariance covariance.LedoitWolf .. autosummary:: :toctree: generated/ :template: function.rst covariance.ledoit_wolf covariance.shrunk_covariance covariance.oas Signal Decomposition ==================== .. automodule:: scikits.learn.decomposition :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst decomposition.PCA decomposition.ProbabilisticPCA decomposition.RandomizedPCA decomposition.KernelPCA decomposition.FastICA decomposition.NMF .. autosummary:: :toctree: generated/ :template: function.rst decomposition.fastica Linear Discriminant Analysis ============================ .. autosummary:: :toctree: generated :template: class.rst lda.LDA Cross Validation ================ .. automodule:: scikits.learn.cross_val :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. 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 =========== .. automodule:: scikits.learn.grid_search :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst grid_search.GridSearchCV .. _feature_selection_ref: Feature Selection ================= .. automodule:: scikits.learn.feature_selection :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst feature_selection.rfe.RFE feature_selection.rfe.RFECV .. _feature_extraction_ref: Feature Extraction ================== .. automodule:: scikits.learn.feature_extraction :no-members: :no-inherited-members: .. currentmodule:: scikits.learn From images ------------- .. automodule:: scikits.learn.feature_extraction.image :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: function.rst feature_extraction.image.img_to_graph feature_extraction.image.grid_to_graph From text ------------- .. automodule:: scikits.learn.feature_extraction.text :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. 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 Pipeline ======== .. automodule:: scikits.learn.pipeline :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst pipeline.Pipeline Partial Least Squares ===================== .. automodule:: scikits.learn.pls :no-members: :no-inherited-members: .. currentmodule:: scikits.learn .. autosummary:: :toctree: generated/ :template: class.rst pls.PLSRegression pls.PLSCanonical pls.CCA pls.PLSSVD