File tree

• .gitattributes
• .gitignore
• .mailmap
• .travis.yml
• AUTHORS.rst
• MANIFEST.in
• Makefile
• README-py3k.rst
• README.rst
• benchmarks
  • bench_covertype.py
  • bench_glm.py
  • bench_glmnet.py
  • bench_lasso.py
  • bench_plot_fastkmeans.py
  • bench_plot_lasso_path.py
  • bench_plot_neighbors.py
  • bench_plot_nmf.py
  • bench_plot_omp_lars.py
  • bench_plot_parallel_pairwise.py
  • bench_plot_svd.py
  • bench_plot_ward.py
  • bench_random_projections.py
  • bench_sample_without_replacement.py
  • bench_sgd_regression.py
  • bench_tree.py
• doc
  • Makefile
  • README
  • about.rst
  • conf.py
  • data_transforms.rst
  • datasets
    • covtype.rst
    • index.rst
    • labeled_faces.rst
    • mldata_fixture.py
    • twenty_newsgroups.rst
  • developers
    • index.rst
    • performance.rst
    • utilities.rst
  • documentation.rst
  • images
    • blank_image.png
    • ml_map.png
    • no_image.png
    • rbm_graph.png
  • index.rst
  • install.rst
  • modules
    • biclustering.rst
    • classes.rst
    • clustering.rst
    • cross_decomposition.rst
    • cross_validation.rst
    • decomposition.rst
    • density.rst
    • dp-derivation.rst
    • ensemble.rst
    • feature_extraction.rst
    • feature_selection.rst
    • gaussian_process.rst
    • grid_search.rst
    • hmm.rst
    • kernel_approximation.rst
    • lda_qda.rst
    • linear_model.rst
    • manifold.rst
    • metrics.rst
    • model_evaluation.rst
    • multiclass.rst
    • naive_bayes.rst
    • neighbors.rst
    • neural_networks.rst
    • outlier_detection.rst
    • pipeline.rst
    • pls.rst
    • preprocessing.rst
    • sgd.rst
    • svm.rst
    • tree.rst
  • presentations.rst
  • sphinxext
    • gen_rst.py
  • supervised_learning.rst
  • support.rst
  • templates
    • class_with_call.rst
  • testimonials
    • README.txt
    • images
      • Makefile
      • inria.jpg
    • testimonials.rst
  • themes/scikit-learn
    • layout.html
    • static
      • ML_MAPS_README.rst
      • banner_example.png
      • css
        • bootstrap-responsive.css
        • bootstrap-responsive.min.css
        • bootstrap.css
        • bootstrap.min.css
      • img
        • forkme.png
        • glyphicons-halflings-white.png
        • glyphicons-halflings.png
        • google.png
        • inria.jpg
        • plot_classifier_comparison_1.png
        • plot_manifold_sphere_1.png
        • scikit-learn-logo-notext.png
        • scikit-learn-logo-small.png
        • scikit-learn-logo.png
        • scikit-learn-logo.svg
        • telecom.jpg
      • jquery.js
      • jquery.maphilight.js
      • jquery.maphilight.min.js
      • js
        • bootstrap.js
        • bootstrap.min.js
      • nature.css_t
      • sidebar.js
    • theme.conf
  • tutorial
    • basic
      • tutorial.rst
    • index.rst
    • machine_learning_map
      • ML_MAPS_README.txt
      • index.rst
      • parse_path.py
      • pyparsing.py
      • svg2imagemap.py
    • statistical_inference
      • model_selection.rst
      • supervised_learning.rst
      • unsupervised_learning.rst
  • unsupervised_learning.rst
  • user_guide.rst
  • whats_new.rst
• examples
  • applications
    • face_recognition.py
    • plot_hmm_stock_analysis.py
    • plot_out_of_core_classification.py
    • plot_outlier_detection_housing.py
    • plot_species_distribution_modeling.py
    • plot_stock_market.py
    • plot_tomography_l1_reconstruction.py
    • svm_gui.py
    • topics_extraction_with_nmf.py
    • wikipedia_principal_eigenvector.py
  • bicluster
    • README.txt
    • bicluster_newsgroups.py
    • plot_spectral_biclustering.py
    • plot_spectral_coclustering.py
  • cluster
    • plot_adjusted_for_chance_measures.py
    • plot_affinity_propagation.py
    • plot_cluster_comparison.py
    • plot_cluster_iris.py
    • plot_color_quantization.py
    • plot_dbscan.py
    • plot_dict_face_patches.py
    • plot_digits_agglomeration.py
    • plot_feature_agglomeration_vs_univariate_selection.py
    • plot_kmeans_digits.py
    • plot_kmeans_stability_low_dim_dense.py
    • plot_lena_compress.py
    • plot_lena_segmentation.py
    • plot_lena_ward_segmentation.py
    • plot_mean_shift.py
    • plot_mini_batch_kmeans.py
    • plot_segmentation_toy.py
    • plot_ward_structured_vs_unstructured.py
  • covariance
    • plot_covariance_estimation.py
    • plot_lw_vs_oas.py
    • plot_mahalanobis_distances.py
    • plot_outlier_detection.py
    • plot_robust_vs_empirical_covariance.py
    • plot_sparse_cov.py
  • cross_decomposition
    • README.txt
    • plot_compare_cross_decomposition.py
  • datasets
    • plot_digits_last_image.py
    • plot_iris_dataset.py
    • plot_random_dataset.py
  • decomposition
    • plot_faces_decomposition.py
    • plot_ica_blind_source_separation.py
    • plot_ica_vs_pca.py
    • plot_image_denoising.py
    • plot_kernel_pca.py
    • plot_pca_3d.py
    • plot_pca_iris.py
    • plot_pca_vs_lda.py
    • plot_sparse_coding.py
  • document_classification_20newsgroups.py
  • document_clustering.py
  • ensemble
    • plot_adaboost_hastie_10_2.py
    • plot_adaboost_multiclass.py
    • plot_adaboost_regression.py
    • plot_adaboost_twoclass.py
    • plot_forest_importances.py
    • plot_forest_importances_faces.py
    • plot_forest_iris.py
    • plot_forest_multioutput.py
    • plot_gradient_boosting_oob.py
    • plot_gradient_boosting_regression.py
    • plot_gradient_boosting_regularization.py
    • plot_partial_dependence.py
    • plot_random_forest_embedding.py
  • exercises
    • plot_cv_diabetes.py
    • plot_cv_digits.py
    • plot_digits_classification_exercise.py
    • plot_iris_exercise.py
  • feature_selection_pipeline.py
  • feature_stacker.py
  • gaussian_process
    • gp_diabetes_dataset.py
    • plot_gp_probabilistic_classification_after_regression.py
    • plot_gp_regression.py
  • grid_search_digits.py
  • grid_search_text_feature_extraction.py
  • hashing_vs_dict_vectorizer.py
  • imputation.py
  • linear_model
    • lasso_dense_vs_sparse_data.py
    • plot_ard.py
    • plot_bayesian_ridge.py
    • plot_iris_logistic.py
    • plot_lasso_and_elasticnet.py
    • plot_lasso_coordinate_descent_path.py
    • plot_lasso_lars.py
    • plot_lasso_model_selection.py
    • plot_logistic.py
    • plot_logistic_l1_l2_sparsity.py
    • plot_logistic_path.py
    • plot_multi_task_lasso_support.py
    • plot_ols.py
    • plot_ols_3d.py
    • plot_ols_ridge_variance.py
    • plot_omp.py
    • plot_polynomial_interpolation.py
    • plot_ridge_path.py
    • plot_sgd_comparison.py
    • plot_sgd_iris.py
    • plot_sgd_loss_functions.py
    • plot_sgd_ols.py
    • plot_sgd_penalties.py
    • plot_sgd_separating_hyperplane.py
    • plot_sgd_weighted_classes.py
    • plot_sgd_weighted_samples.py
    • plot_sparse_recovery.py
  • manifold
    • plot_compare_methods.py
    • plot_lle_digits.py
    • plot_manifold_sphere.py
    • plot_mds.py
    • plot_swissroll.py
  • mixture
    • plot_gmm_classifier.py
    • plot_gmm_pdf.py
    • plot_gmm_selection.py
    • plot_gmm_sin.py
  • mlcomp_sparse_document_classification.py
  • neighbors
    • plot_classification.py
    • plot_digits_kde_sampling.py
    • plot_kde_1d.py
    • plot_nearest_centroid.py
    • plot_regression.py
    • plot_species_kde.py
  • plot_classification_probability.py
  • plot_classifier_comparison.py
  • plot_confusion_matrix.py
  • plot_digits_classification.py
  • plot_digits_pipe.py
  • plot_feature_selection.py
  • plot_hmm_sampling.py
  • plot_isotonic_regression.py
  • plot_johnson_lindenstrauss_bound.py
  • plot_kernel_approximation.py
  • plot_lda_qda.py
  • plot_multilabel.py
  • plot_multioutput_face_completion.py
  • plot_permutation_test_for_classification.py
  • plot_precision_recall.py
  • plot_rbm_logistic_classification.py
  • plot_rfe_digits.py
  • plot_rfe_with_cross_validation.py
  • plot_roc.py
  • plot_roc_crossval.py
  • plot_train_error_vs_test_error.py
  • randomized_search.py
  • semi_supervised
    • plot_label_propagation_digits.py
    • plot_label_propagation_digits_active_learning.py
    • plot_label_propagation_structure.py
    • plot_label_propagation_versus_svm_iris.py
  • svm
    • plot_custom_kernel.py
    • plot_iris.py
    • plot_oneclass.py
    • plot_rbf_parameters.py
    • plot_separating_hyperplane.py
    • plot_separating_hyperplane_unbalanced.py
    • plot_svm_anova.py
    • plot_svm_iris.py
    • plot_svm_kernels.py
    • plot_svm_margin.py
    • plot_svm_nonlinear.py
    • plot_svm_regression.py
    • plot_svm_scale_c.py
    • plot_weighted_samples.py
  • tree
    • plot_iris.py
    • plot_tree_regression.py
    • plot_tree_regression_multioutput.py
• setup.cfg
• setup.py
• sklearn
  • __check_build
    • __init__.py
    • setup.py
  • __init__.py
  • _hmmc.c
  • _hmmc.pyx
  • _isotonic.c
  • _isotonic.pyx
  • base.py
  • cluster
    • __init__.py
    • _feature_agglomeration.py
    • _hierarchical.c
    • _hierarchical.pyx
    • _k_means.c
    • _k_means.pyx
    • affinity_propagation_.py
    • bicluster
      • __init__.py
      • spectral.py
      • tests
        • __init__.py
        • test_spectral.py
        • test_utils.py
      • utils.py
    • dbscan_.py
    • hierarchical.py
    • k_means_.py
    • mean_shift_.py
    • setup.py
    • spectral.py
    • tests
      • test_dbscan.py
      • test_hierarchical.py
      • test_k_means.py
      • test_mean_shift.py
      • test_spectral.py
  • covariance
    • __init__.py
    • empirical_covariance_.py
    • graph_lasso_.py
    • outlier_detection.py
    • robust_covariance.py
    • shrunk_covariance_.py
    • tests
      • test_covariance.py
      • test_graph_lasso.py
      • test_robust_covariance.py
  • cross_decomposition
    • __init__.py
    • cca_.py
    • pls_.py
    • tests
      • test_pls.py
  • cross_validation.py
  • datasets
    • DATASET_PROPOSAL.txt
    • __init__.py
    • _svmlight_format.c
    • _svmlight_format.pyx
    • base.py
    • california_housing.py
    • covtype.py
    • lfw.py
    • mlcomp.py
    • mldata.py
    • olivetti_faces.py
    • samples_generator.py
    • species_distributions.py
    • svmlight_format.py
    • tests
      • test_base.py
      • test_covtype.py
      • test_lfw.py
      • test_mldata.py
      • test_samples_generator.py
      • test_svmlight_format.py
    • twenty_newsgroups.py
  • decomposition
    • __init__.py
    • dict_learning.py
    • factor_analysis.py
    • fastica_.py
    • kernel_pca.py
    • nmf.py
    • pca.py
    • sparse_pca.py
    • tests
      • test_dict_learning.py
      • test_fastica.py
      • test_kernel_pca.py
      • test_nmf.py
      • test_pca.py
      • test_sparse_pca.py
      • test_truncated_svd.py
    • truncated_svd.py
  • dummy.py
  • ensemble
    • __init__.py
    • _gradient_boosting.c
    • _gradient_boosting.pyx
    • base.py
    • forest.py
    • gradient_boosting.py
    • partial_dependence.py
    • tests
      • test_base.py
      • test_forest.py
      • test_gradient_boosting.py
      • test_gradient_boosting_loss_functions.py
      • test_weight_boosting.py
    • weight_boosting.py
  • externals
    • copy_joblib.sh
    • six.py
  • feature_extraction
    • _hashing.c
    • _hashing.pyx
    • dict_vectorizer.py
    • hashing.py
    • image.py
    • tests
      • test_dict_vectorizer.py
      • test_feature_hasher.py
      • test_image.py
      • test_text.py
    • text.py
  • feature_selection
    • base.py
    • from_model.py
    • rfe.py
    • selector_mixin.py
    • tests
      • test_base.py
      • test_chi2.py
      • test_feature_select.py
      • test_from_model.py
      • test_rfe.py
    • univariate_selection.py
  • gaussian_process
    • __init__.py
    • correlation_models.py
    • gaussian_process.py
    • regression_models.py
    • tests
      • test_gaussian_process.py
  • grid_search.py
  • hmm.py
  • isotonic.py
  • kernel_approximation.py
  • lda.py
  • linear_model
    • __init__.py
    • base.py
    • bayes.py
    • cd_fast.c
    • cd_fast.pyx
    • coordinate_descent.py
    • least_angle.py
    • logistic.py
    • omp.py
    • passive_aggressive.py
    • perceptron.py
    • randomized_l1.py
    • ridge.py
    • sgd_fast.c
    • sgd_fast.pyx
    • stochastic_gradient.py
    • tests
      • test_base.py
      • test_bayes.py
      • test_coordinate_descent.py
      • test_least_angle.py
      • test_logistic.py
      • test_omp.py
      • test_passive_aggressive.py
      • test_randomized_l1.py
      • test_ridge.py
      • test_sgd.py
      • test_sparse_coordinate_descent.py
  • manifold
    • __init__.py
    • isomap.py
    • locally_linear.py
    • mds.py
    • spectral_embedding_.py
    • tests
      • test_locally_linear.py
      • test_spectral_embedding.py
  • metrics
    • __init__.py
    • cluster
      • __init__.py
      • bicluster
        • __init__.py
        • bicluster_metrics.py
        • tests
          • __init__.py
          • test_bicluster_metrics.py
      • expected_mutual_info_fast.c
      • expected_mutual_info_fast.pyx
      • supervised.py
      • unsupervised.py
    • metrics.py
    • pairwise.py
    • pairwise_fast.c
    • pairwise_fast.pyx
    • scorer.py
    • tests
      • test_metrics.py
      • test_pairwise.py
      • test_score_objects.py
  • mixture
    • dpgmm.py
    • gmm.py
    • tests
      • test_dpgmm.py
      • test_gmm.py
  • multiclass.py
  • naive_bayes.py
  • neighbors
    • __init__.py
    • ball_tree.c
    • ball_tree.pyx
    • base.py
    • binary_tree.pxi
    • classification.py
    • dist_metrics.c
    • dist_metrics.pxd
    • dist_metrics.pyx
    • graph.py
    • kd_tree.c
    • kd_tree.pyx
    • kde.py
    • nearest_centroid.py
    • regression.py
    • setup.py
    • tests
      • test_ball_tree.py
      • test_dist_metrics.py
      • test_kd_tree.py
      • test_kde.py
      • test_neighbors.py
    • typedefs.c
    • typedefs.pxd
    • typedefs.pyx
    • unsupervised.py
  • neural_network
    • __init__.py
    • rbm.py
    • tests
      • test_rbm.py
  • pipeline.py
  • pls.py
  • preprocessing
    • __init__.py
    • _weights.py
    • data.py
    • imputation.py
    • label.py
    • tests
      • __init__.py
      • test_data.py
      • test_imputation.py
      • test_label.py
      • test_weights.py
  • qda.py
  • random_projection.py
  • semi_supervised
    • label_propagation.py
  • setup.py
  • svm
    • __init__.py
    • base.py
    • bounds.py
    • classes.py
    • liblinear.c
    • liblinear.pxd
    • liblinear.pyx
    • libsvm.c
    • libsvm.pxd
    • libsvm.pyx
    • libsvm_sparse.c
    • libsvm_sparse.pyx
    • setup.py
    • sparse
      • __init__.py
      • base.py
      • classes.py
    • src
      • liblinear
        • linear.cpp
      • libsvm
        • LIBSVM_CHANGES
        • libsvm_helper.c
        • libsvm_sparse_helper.c
        • svm.cpp
        • svm.h
    • tests
      • test_sparse.py
      • test_svm.py
  • tests
    • test_base.py
    • test_check_build.py
    • test_common.py
    • test_cross_validation.py
    • test_dummy.py
    • test_grid_search.py
    • test_hmm.py
    • test_isotonic.py
    • test_kernel_approximation.py
    • test_multiclass.py
    • test_naive_bayes.py
    • test_pipeline.py
    • test_qda.py
  • tree
    • __init__.py
    • _tree.c
    • _tree.pxd
    • _tree.pyx
    • export.py
    • setup.py
    • tests
      • test_export.py
      • test_tree.py
    • tree.py
  • utils
    • __init__.py
    • _csgraph.py
    • _logistic_sigmoid.c
    • _logistic_sigmoid.pyx
    • arpack.py
    • arraybuilder.c
    • arraybuilder.pyx
    • arrayfuncs.c
    • class_weight.py
    • extmath.py
    • fixes.py
    • graph.py
    • graph_shortest_path.c
    • graph_shortest_path.pyx
    • linear_assignment_.py
    • multiclass.py
    • murmurhash.c
    • murmurhash.pyx
    • random.c
    • random.pxd
    • random.pyx
    • seq_dataset.c
    • seq_dataset.pyx
    • setup.py
    • sparsefuncs.c
    • sparsefuncs.pxd
    • sparsefuncs.pyx
    • sparsetools
      • README
      • __init__.py
      • _graph_tools.c
      • _graph_tools.pyx
      • _graph_validation.py
      • _min_spanning_tree.c
      • _min_spanning_tree.pyx
      • _traversal.c
      • _traversal.pyx
      • complex_ops.h
      • csgraph.h
      • csgraph.i
      • csgraph.py
      • csgraph_wrap.cxx
      • npy_3kcompat.h
      • py3k.h
      • setup.py
      • tests
        • __init__.py
        • test_spanning_tree.py
        • test_traversal.py
    • src
      • gamma.c
    • testing.py
    • tests
      • test_class_weight.py
      • test_extmath.py
      • test_fixes.py
      • test_graph.py
      • test_linear_assignment.py
      • test_multiclass.py
      • test_murmurhash.py
      • test_random.py
      • test_shortest_path.py
      • test_sparsefuncs.py
      • test_testing.py
      • test_utils.py
      • test_validation.py
    • validation.py
    • weight_vector.c
    • weight_vector.pyx