File tree

• dev
  • _downloads
    • auto_examples_jupyter.zip
    • auto_examples_python.zip
    • scikit-learn-docs.pdf
  • _images
    • sphx_glr_plot_agglomerative_clustering_002.png
    • sphx_glr_plot_agglomerative_clustering_0021.png
    • sphx_glr_plot_agglomerative_clustering_003.png
    • sphx_glr_plot_agglomerative_clustering_0031.png
    • sphx_glr_plot_agglomerative_clustering_004.png
    • sphx_glr_plot_agglomerative_clustering_0041.png
    • sphx_glr_plot_cluster_comparison_001.png
    • sphx_glr_plot_cluster_comparison_0011.png
    • sphx_glr_plot_cluster_comparison_thumb.png
    • sphx_glr_plot_compare_methods_001.png
    • sphx_glr_plot_compare_methods_0011.png
    • sphx_glr_plot_compare_methods_001_carousel.png
    • sphx_glr_plot_compare_methods_thumb.png
    • sphx_glr_plot_compare_methods_thumb1.png
    • sphx_glr_plot_compare_reduction_001.png
    • sphx_glr_plot_compare_reduction_thumb.png
    • sphx_glr_plot_face_recognition_002.png
    • sphx_glr_plot_face_segmentation_001.png
    • sphx_glr_plot_face_segmentation_0011.png
    • sphx_glr_plot_face_segmentation_002.png
    • sphx_glr_plot_face_segmentation_0021.png
    • sphx_glr_plot_face_segmentation_thumb.png
    • sphx_glr_plot_faces_decomposition_003.png
    • sphx_glr_plot_faces_decomposition_0031.png
    • sphx_glr_plot_faces_decomposition_004.png
    • sphx_glr_plot_faces_decomposition_0041.png
    • sphx_glr_plot_faces_decomposition_005.png
    • sphx_glr_plot_faces_decomposition_0051.png
    • sphx_glr_plot_faces_decomposition_006.png
    • sphx_glr_plot_faces_decomposition_0061.png
    • sphx_glr_plot_gradient_boosting_early_stopping_002.png
    • sphx_glr_plot_image_denoising_001.png
    • sphx_glr_plot_image_denoising_0011.png
    • sphx_glr_plot_image_denoising_003.png
    • sphx_glr_plot_image_denoising_004.png
    • sphx_glr_plot_image_denoising_005.png
    • sphx_glr_plot_image_denoising_thumb.png
    • sphx_glr_plot_johnson_lindenstrauss_bound_003.png
    • sphx_glr_plot_johnson_lindenstrauss_bound_004.png
    • sphx_glr_plot_johnson_lindenstrauss_bound_005.png
    • sphx_glr_plot_johnson_lindenstrauss_bound_006.png
    • sphx_glr_plot_johnson_lindenstrauss_bound_007.png
    • sphx_glr_plot_johnson_lindenstrauss_bound_008.png
    • sphx_glr_plot_kernel_approximation_001.png
    • sphx_glr_plot_kernel_approximation_002.png
    • sphx_glr_plot_kernel_approximation_0021.png
    • sphx_glr_plot_kernel_approximation_thumb.png
    • sphx_glr_plot_kernel_ridge_regression_001.png
    • sphx_glr_plot_kernel_ridge_regression_0011.png
    • sphx_glr_plot_kernel_ridge_regression_002.png
    • sphx_glr_plot_kernel_ridge_regression_0021.png
    • sphx_glr_plot_kernel_ridge_regression_thumb.png
    • sphx_glr_plot_lasso_model_selection_001.png
    • sphx_glr_plot_lasso_model_selection_0011.png
    • sphx_glr_plot_lasso_model_selection_002.png
    • sphx_glr_plot_lasso_model_selection_0021.png
    • sphx_glr_plot_lasso_model_selection_thumb.png
    • sphx_glr_plot_lle_digits_005.png
    • sphx_glr_plot_lle_digits_0051.png
    • sphx_glr_plot_lle_digits_008.png
    • sphx_glr_plot_lle_digits_0081.png
    • sphx_glr_plot_lle_digits_009.png
    • sphx_glr_plot_lle_digits_0091.png
    • sphx_glr_plot_lle_digits_010.png
    • sphx_glr_plot_lle_digits_0101.png
    • sphx_glr_plot_lle_digits_011.png
    • sphx_glr_plot_lle_digits_013.png
    • sphx_glr_plot_lle_digits_0131.png
    • sphx_glr_plot_manifold_sphere_001.png
    • sphx_glr_plot_manifold_sphere_thumb.png
    • sphx_glr_plot_model_complexity_influence_001.png
    • sphx_glr_plot_model_complexity_influence_0011.png
    • sphx_glr_plot_model_complexity_influence_002.png
    • sphx_glr_plot_model_complexity_influence_0021.png
    • sphx_glr_plot_model_complexity_influence_003.png
    • sphx_glr_plot_model_complexity_influence_0031.png
    • sphx_glr_plot_model_complexity_influence_thumb.png
    • sphx_glr_plot_multioutput_face_completion_001.png
    • sphx_glr_plot_multioutput_face_completion_0011.png
    • sphx_glr_plot_multioutput_face_completion_thumb.png
    • sphx_glr_plot_out_of_core_classification_002.png
    • sphx_glr_plot_out_of_core_classification_003.png
    • sphx_glr_plot_out_of_core_classification_0031.png
    • sphx_glr_plot_out_of_core_classification_004.png
    • sphx_glr_plot_out_of_core_classification_0041.png
    • sphx_glr_plot_prediction_latency_001.png
    • sphx_glr_plot_prediction_latency_0011.png
    • sphx_glr_plot_prediction_latency_002.png
    • sphx_glr_plot_prediction_latency_0021.png
    • sphx_glr_plot_prediction_latency_003.png
    • sphx_glr_plot_prediction_latency_0031.png
    • sphx_glr_plot_prediction_latency_004.png
    • sphx_glr_plot_prediction_latency_0041.png
    • sphx_glr_plot_prediction_latency_thumb.png
    • sphx_glr_plot_sparse_logistic_regression_20newsgroups_001.png
    • sphx_glr_plot_sparse_logistic_regression_20newsgroups_thumb.png
    • sphx_glr_plot_theilsen_001.png
    • sphx_glr_plot_theilsen_0011.png
    • sphx_glr_plot_theilsen_002.png
    • sphx_glr_plot_theilsen_thumb.png
  • _sources
    • auto_examples
      • applications
        • plot_face_recognition.rst.txt
        • plot_model_complexity_influence.rst.txt
        • plot_out_of_core_classification.rst.txt
        • plot_outlier_detection_housing.rst.txt
        • plot_prediction_latency.rst.txt
        • plot_species_distribution_modeling.rst.txt
        • plot_stock_market.rst.txt
        • plot_topics_extraction_with_nmf_lda.rst.txt
      • bicluster
        • plot_bicluster_newsgroups.rst.txt
        • plot_spectral_biclustering.rst.txt
        • plot_spectral_coclustering.rst.txt
      • calibration
        • plot_calibration.rst.txt
        • plot_calibration_curve.rst.txt
        • plot_calibration_multiclass.rst.txt
        • plot_compare_calibration.rst.txt
      • classification
        • plot_classification_probability.rst.txt
        • plot_classifier_comparison.rst.txt
        • plot_digits_classification.rst.txt
        • plot_lda.rst.txt
        • plot_lda_qda.rst.txt
      • cluster
        • plot_adjusted_for_chance_measures.rst.txt
        • plot_affinity_propagation.rst.txt
        • plot_agglomerative_clustering.rst.txt
        • plot_agglomerative_clustering_metrics.rst.txt
        • plot_birch_vs_minibatchkmeans.rst.txt
        • plot_cluster_comparison.rst.txt
        • plot_cluster_iris.rst.txt
        • plot_color_quantization.rst.txt
        • plot_dbscan.rst.txt
        • plot_dict_face_patches.rst.txt
        • plot_digits_agglomeration.rst.txt
        • plot_digits_linkage.rst.txt
        • plot_face_compress.rst.txt
        • plot_face_segmentation.rst.txt
        • plot_face_ward_segmentation.rst.txt
        • plot_feature_agglomeration_vs_univariate_selection.rst.txt
        • plot_kmeans_assumptions.rst.txt
        • plot_kmeans_digits.rst.txt
        • plot_kmeans_silhouette_analysis.rst.txt
        • plot_kmeans_stability_low_dim_dense.rst.txt
        • plot_mean_shift.rst.txt
        • plot_segmentation_toy.rst.txt
        • plot_ward_structured_vs_unstructured.rst.txt
      • covariance
        • plot_covariance_estimation.rst.txt
        • plot_lw_vs_oas.rst.txt
        • plot_mahalanobis_distances.rst.txt
        • plot_outlier_detection.rst.txt
        • plot_robust_vs_empirical_covariance.rst.txt
        • plot_sparse_cov.rst.txt
      • cross_decomposition
        • plot_compare_cross_decomposition.rst.txt
      • datasets
        • plot_iris_dataset.rst.txt
        • plot_random_dataset.rst.txt
        • plot_random_multilabel_dataset.rst.txt
      • decomposition
        • plot_beta_divergence.rst.txt
        • plot_faces_decomposition.rst.txt
        • plot_ica_blind_source_separation.rst.txt
        • plot_ica_vs_pca.rst.txt
        • plot_image_denoising.rst.txt
        • plot_incremental_pca.rst.txt
        • plot_kernel_pca.rst.txt
        • plot_pca_3d.rst.txt
        • plot_pca_iris.rst.txt
        • plot_pca_vs_fa_model_selection.rst.txt
        • plot_pca_vs_lda.rst.txt
        • plot_sparse_coding.rst.txt
      • ensemble
        • plot_adaboost_hastie_10_2.rst.txt
        • plot_adaboost_multiclass.rst.txt
        • plot_adaboost_regression.rst.txt
        • plot_adaboost_twoclass.rst.txt
        • plot_bias_variance.rst.txt
        • plot_ensemble_oob.rst.txt
        • plot_feature_transformation.rst.txt
        • plot_forest_importances.rst.txt
        • plot_forest_importances_faces.rst.txt
        • plot_forest_iris.rst.txt
        • plot_gradient_boosting_early_stopping.rst.txt
        • plot_gradient_boosting_oob.rst.txt
        • plot_gradient_boosting_quantile.rst.txt
        • plot_gradient_boosting_regression.rst.txt
        • plot_gradient_boosting_regularization.rst.txt
        • plot_isolation_forest.rst.txt
        • plot_partial_dependence.rst.txt
        • plot_random_forest_embedding.rst.txt
        • plot_random_forest_regression_multioutput.rst.txt
        • plot_voting_decision_regions.rst.txt
        • plot_voting_probas.rst.txt
      • exercises
        • plot_cv_diabetes.rst.txt
        • plot_cv_digits.rst.txt
        • plot_digits_classification_exercise.rst.txt
        • plot_iris_exercise.rst.txt
      • feature_selection
        • plot_f_test_vs_mi.rst.txt
        • plot_permutation_test_for_classification.rst.txt
        • plot_rfe_digits.rst.txt
        • plot_rfe_with_cross_validation.rst.txt
        • plot_select_from_model_boston.rst.txt
      • gaussian_process
        • plot_compare_gpr_krr.rst.txt
        • plot_gpc.rst.txt
        • plot_gpc_iris.rst.txt
        • plot_gpc_isoprobability.rst.txt
        • plot_gpc_xor.rst.txt
        • plot_gpr_co2.rst.txt
        • plot_gpr_noisy.rst.txt
        • plot_gpr_noisy_targets.rst.txt
        • plot_gpr_prior_posterior.rst.txt
      • linear_model
        • plot_ard.rst.txt
        • plot_bayesian_ridge.rst.txt
        • plot_iris_logistic.rst.txt
        • plot_lasso_and_elasticnet.rst.txt
        • plot_lasso_coordinate_descent_path.rst.txt
        • plot_lasso_dense_vs_sparse_data.rst.txt
        • plot_lasso_lars.rst.txt
        • plot_lasso_model_selection.rst.txt
        • plot_logistic.rst.txt
        • plot_logistic_l1_l2_sparsity.rst.txt
        • plot_logistic_multinomial.rst.txt
        • plot_logistic_path.rst.txt
        • plot_multi_task_lasso_support.rst.txt
        • plot_ols.rst.txt
        • plot_ols_3d.rst.txt
        • plot_ols_ridge_variance.rst.txt
        • plot_omp.rst.txt
        • plot_polynomial_interpolation.rst.txt
        • plot_ransac.rst.txt
        • plot_ridge_coeffs.rst.txt
        • plot_ridge_path.rst.txt
        • plot_robust_fit.rst.txt
        • plot_sgd_comparison.rst.txt
        • plot_sgd_iris.rst.txt
        • plot_sgd_loss_functions.rst.txt
        • plot_sgd_penalties.rst.txt
        • plot_sgd_weighted_samples.rst.txt
        • plot_sparse_logistic_regression_20newsgroups.rst.txt
        • plot_sparse_logistic_regression_mnist.rst.txt
        • plot_theilsen.rst.txt
      • manifold
        • plot_compare_methods.rst.txt
        • plot_lle_digits.rst.txt
        • plot_manifold_sphere.rst.txt
        • plot_mds.rst.txt
        • plot_swissroll.rst.txt
        • plot_t_sne_perplexity.rst.txt
      • mixture
        • plot_concentration_prior.rst.txt
        • plot_gmm.rst.txt
        • plot_gmm_covariances.rst.txt
        • plot_gmm_pdf.rst.txt
        • plot_gmm_selection.rst.txt
        • plot_gmm_sin.rst.txt
      • model_selection
        • plot_confusion_matrix.rst.txt
        • plot_grid_search_digits.rst.txt
        • plot_learning_curve.rst.txt
        • plot_multi_metric_evaluation.rst.txt
        • plot_nested_cross_validation_iris.rst.txt
        • plot_precision_recall.rst.txt
        • plot_randomized_search.rst.txt
        • plot_roc.rst.txt
        • plot_roc_crossval.rst.txt
        • plot_train_error_vs_test_error.rst.txt
        • plot_underfitting_overfitting.rst.txt
        • plot_validation_curve.rst.txt
      • multioutput
        • plot_classifier_chain_yeast.rst.txt
      • neighbors
        • plot_classification.rst.txt
        • plot_digits_kde_sampling.rst.txt
        • plot_kde_1d.rst.txt
        • plot_lof.rst.txt
        • plot_nearest_centroid.rst.txt
        • plot_species_kde.rst.txt
      • neural_networks
        • plot_mlp_alpha.rst.txt
        • plot_mlp_training_curves.rst.txt
        • plot_mnist_filters.rst.txt
        • plot_rbm_logistic_classification.rst.txt
      • plot_compare_reduction.rst.txt
      • plot_digits_pipe.rst.txt
      • plot_feature_stacker.rst.txt
      • plot_isotonic_regression.rst.txt
      • plot_johnson_lindenstrauss_bound.rst.txt
      • plot_kernel_ridge_regression.rst.txt
      • plot_missing_values.rst.txt
      • plot_multilabel.rst.txt
      • plot_multioutput_face_completion.rst.txt
      • preprocessing
        • plot_all_scaling.rst.txt
        • plot_scaling_importance.rst.txt
      • semi_supervised
        • plot_label_propagation_digits.rst.txt
        • plot_label_propagation_digits_active_learning.rst.txt
        • plot_label_propagation_versus_svm_iris.rst.txt
      • svm
        • plot_iris.rst.txt
        • plot_rbf_parameters.rst.txt
        • plot_separating_hyperplane_unbalanced.rst.txt
        • plot_svm_anova.rst.txt
        • plot_svm_kernels.rst.txt
        • plot_svm_margin.rst.txt
        • plot_svm_nonlinear.rst.txt
        • plot_svm_regression.rst.txt
        • plot_svm_scale_c.rst.txt
        • plot_weighted_samples.rst.txt
      • tree
        • plot_iris.rst.txt
        • plot_tree_regression_multioutput.rst.txt
    • whats_new
      • v0.20.rst.txt
  • auto_examples
    • applications
      • plot_face_recognition.html
      • plot_model_complexity_influence.html
      • plot_out_of_core_classification.html
      • plot_outlier_detection_housing.html
      • plot_prediction_latency.html
      • plot_species_distribution_modeling.html
      • plot_stock_market.html
      • plot_topics_extraction_with_nmf_lda.html
    • bicluster
      • plot_bicluster_newsgroups.html
      • plot_spectral_biclustering.html
      • plot_spectral_coclustering.html
    • calibration
      • plot_calibration.html
      • plot_calibration_curve.html
      • plot_calibration_multiclass.html
      • plot_compare_calibration.html
    • classification
      • plot_classification_probability.html
      • plot_classifier_comparison.html
      • plot_digits_classification.html
      • plot_lda.html
      • plot_lda_qda.html
    • cluster
      • plot_adjusted_for_chance_measures.html
      • plot_affinity_propagation.html
      • plot_agglomerative_clustering.html
      • plot_agglomerative_clustering_metrics.html
      • plot_birch_vs_minibatchkmeans.html
      • plot_cluster_comparison.html
      • plot_cluster_iris.html
      • plot_color_quantization.html
      • plot_dbscan.html
      • plot_dict_face_patches.html
      • plot_digits_agglomeration.html
      • plot_digits_linkage.html
      • plot_face_compress.html
      • plot_face_segmentation.html
      • plot_face_ward_segmentation.html
      • plot_feature_agglomeration_vs_univariate_selection.html
      • plot_kmeans_assumptions.html
      • plot_kmeans_digits.html
      • plot_kmeans_silhouette_analysis.html
      • plot_kmeans_stability_low_dim_dense.html
      • plot_mean_shift.html
      • plot_segmentation_toy.html
      • plot_ward_structured_vs_unstructured.html
    • covariance
      • plot_covariance_estimation.html
      • plot_lw_vs_oas.html
      • plot_mahalanobis_distances.html
      • plot_outlier_detection.html
      • plot_robust_vs_empirical_covariance.html
      • plot_sparse_cov.html
    • cross_decomposition
      • plot_compare_cross_decomposition.html
    • datasets
      • plot_iris_dataset.html
      • plot_random_dataset.html
      • plot_random_multilabel_dataset.html
    • decomposition
      • plot_beta_divergence.html
      • plot_faces_decomposition.html
      • plot_ica_blind_source_separation.html
      • plot_ica_vs_pca.html
      • plot_image_denoising.html
      • plot_incremental_pca.html
      • plot_kernel_pca.html
      • plot_pca_3d.html
      • plot_pca_iris.html
      • plot_pca_vs_fa_model_selection.html
      • plot_pca_vs_lda.html
      • plot_sparse_coding.html
    • ensemble
      • plot_adaboost_hastie_10_2.html
      • plot_adaboost_multiclass.html
      • plot_adaboost_regression.html
      • plot_adaboost_twoclass.html
      • plot_bias_variance.html
      • plot_ensemble_oob.html
      • plot_feature_transformation.html
      • plot_forest_importances.html
      • plot_forest_importances_faces.html
      • plot_forest_iris.html
      • plot_gradient_boosting_early_stopping.html
      • plot_gradient_boosting_oob.html
      • plot_gradient_boosting_quantile.html
      • plot_gradient_boosting_regression.html
      • plot_gradient_boosting_regularization.html
      • plot_isolation_forest.html
      • plot_partial_dependence.html
      • plot_random_forest_embedding.html
      • plot_random_forest_regression_multioutput.html
      • plot_voting_decision_regions.html
      • plot_voting_probas.html
    • exercises
      • plot_cv_diabetes.html
      • plot_cv_digits.html
      • plot_digits_classification_exercise.html
      • plot_iris_exercise.html
    • feature_selection
      • plot_f_test_vs_mi.html
      • plot_permutation_test_for_classification.html
      • plot_rfe_digits.html
      • plot_rfe_with_cross_validation.html
      • plot_select_from_model_boston.html
    • gaussian_process
      • plot_compare_gpr_krr.html
      • plot_gpc.html
      • plot_gpc_iris.html
      • plot_gpc_isoprobability.html
      • plot_gpc_xor.html
      • plot_gpr_co2.html
      • plot_gpr_noisy.html
      • plot_gpr_noisy_targets.html
      • plot_gpr_prior_posterior.html
    • linear_model
      • plot_ard.html
      • plot_bayesian_ridge.html
      • plot_iris_logistic.html
      • plot_lasso_and_elasticnet.html
      • plot_lasso_coordinate_descent_path.html
      • plot_lasso_dense_vs_sparse_data.html
      • plot_lasso_lars.html
      • plot_lasso_model_selection.html
      • plot_logistic.html
      • plot_logistic_l1_l2_sparsity.html
      • plot_logistic_multinomial.html
      • plot_logistic_path.html
      • plot_multi_task_lasso_support.html
      • plot_ols.html
      • plot_ols_3d.html
      • plot_ols_ridge_variance.html
      • plot_omp.html
      • plot_polynomial_interpolation.html
      • plot_ransac.html
      • plot_ridge_coeffs.html
      • plot_ridge_path.html
      • plot_robust_fit.html
      • plot_sgd_comparison.html
      • plot_sgd_iris.html
      • plot_sgd_loss_functions.html
      • plot_sgd_penalties.html
      • plot_sgd_weighted_samples.html
      • plot_sparse_logistic_regression_20newsgroups.html
      • plot_sparse_logistic_regression_mnist.html
      • plot_theilsen.html
    • manifold
      • plot_compare_methods.html
      • plot_lle_digits.html
      • plot_manifold_sphere.html
      • plot_mds.html
      • plot_swissroll.html
      • plot_t_sne_perplexity.html
    • mixture
      • plot_concentration_prior.html
      • plot_gmm.html
      • plot_gmm_covariances.html
      • plot_gmm_pdf.html
      • plot_gmm_selection.html
      • plot_gmm_sin.html
    • model_selection
      • plot_confusion_matrix.html
      • plot_grid_search_digits.html
      • plot_learning_curve.html
      • plot_multi_metric_evaluation.html
      • plot_nested_cross_validation_iris.html
      • plot_precision_recall.html
      • plot_randomized_search.html
      • plot_roc.html
      • plot_roc_crossval.html
      • plot_train_error_vs_test_error.html
      • plot_underfitting_overfitting.html
      • plot_validation_curve.html
    • multioutput
      • plot_classifier_chain_yeast.html
    • neighbors
      • plot_classification.html
      • plot_digits_kde_sampling.html
      • plot_kde_1d.html
      • plot_lof.html
      • plot_nearest_centroid.html
      • plot_species_kde.html
    • neural_networks
      • plot_mlp_alpha.html
      • plot_mlp_training_curves.html
      • plot_mnist_filters.html
      • plot_rbm_logistic_classification.html
    • plot_compare_reduction.html
    • plot_digits_pipe.html
    • plot_feature_stacker.html
    • plot_isotonic_regression.html
    • plot_johnson_lindenstrauss_bound.html
    • plot_kernel_ridge_regression.html
    • plot_missing_values.html
    • plot_multilabel.html
    • plot_multioutput_face_completion.html
    • preprocessing
      • plot_all_scaling.html
      • plot_scaling_importance.html
    • semi_supervised
      • plot_label_propagation_digits.html
      • plot_label_propagation_digits_active_learning.html
      • plot_label_propagation_versus_svm_iris.html
    • svm
      • plot_iris.html
      • plot_rbf_parameters.html
      • plot_separating_hyperplane_unbalanced.html
      • plot_svm_anova.html
      • plot_svm_kernels.html
      • plot_svm_margin.html
      • plot_svm_nonlinear.html
      • plot_svm_regression.html
      • plot_svm_scale_c.html
      • plot_weighted_samples.html
    • tree
      • plot_iris.html
      • plot_tree_regression_multioutput.html
  • modules
    • classes.html
    • generated
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