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• dev
  • _downloads
    • 3409d9766d352cc9f9b169d4a799a87a
      • auto_examples_python.zip
    • d34667f097c619f8afda4bc936e7af21
      • auto_examples_jupyter.zip
    • scikit-learn-docs.pdf
  • _images
    • iris.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_anomaly_comparison_001.png
    • sphx_glr_plot_anomaly_comparison_0011.png
    • sphx_glr_plot_anomaly_comparison_thumb.png
    • sphx_glr_plot_caching_nearest_neighbors_001.png
    • sphx_glr_plot_caching_nearest_neighbors_thumb.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_coin_segmentation_001.png
    • sphx_glr_plot_coin_segmentation_0011.png
    • sphx_glr_plot_coin_segmentation_002.png
    • sphx_glr_plot_coin_segmentation_0021.png
    • sphx_glr_plot_coin_segmentation_thumb.png
    • sphx_glr_plot_compare_methods_001.png
    • sphx_glr_plot_compare_methods_0011.png
    • sphx_glr_plot_compare_methods_thumb.png
    • sphx_glr_plot_compare_methods_thumb1.png
    • sphx_glr_plot_dict_face_patches_001.png
    • sphx_glr_plot_dict_face_patches_0011.png
    • sphx_glr_plot_dict_face_patches_thumb.png
    • sphx_glr_plot_digits_pipe_001.png
    • sphx_glr_plot_digits_pipe_0011.png
    • sphx_glr_plot_digits_pipe_thumb.png
    • sphx_glr_plot_document_classification_20newsgroups_001.png
    • sphx_glr_plot_document_classification_20newsgroups_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_faces_decomposition_007.png
    • sphx_glr_plot_faces_decomposition_009.png
    • sphx_glr_plot_faces_decomposition_0091.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_006.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_003.png
    • sphx_glr_plot_lasso_model_selection_0031.png
    • sphx_glr_plot_lasso_model_selection_thumb.png
    • sphx_glr_plot_learning_curve_001.png
    • sphx_glr_plot_learning_curve_0011.png
    • sphx_glr_plot_learning_curve_thumb.png
    • sphx_glr_plot_linkage_comparison_001.png
    • sphx_glr_plot_linkage_comparison_0011.png
    • sphx_glr_plot_linkage_comparison_thumb.png
    • sphx_glr_plot_lle_digits_005.png
    • sphx_glr_plot_lle_digits_0051.png
    • sphx_glr_plot_lle_digits_006.png
    • sphx_glr_plot_lle_digits_0061.png
    • sphx_glr_plot_lle_digits_007.png
    • sphx_glr_plot_lle_digits_0071.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_012.png
    • sphx_glr_plot_lle_digits_013.png
    • sphx_glr_plot_lle_digits_0131.png
    • sphx_glr_plot_lle_digits_014.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_out_of_core_classification_001.png
    • sphx_glr_plot_out_of_core_classification_0011.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_out_of_core_classification_thumb.png
    • sphx_glr_plot_partial_dependence_visualization_api_001.png
    • sphx_glr_plot_partial_dependence_visualization_api_003.png
    • sphx_glr_plot_partial_dependence_visualization_api_004.png
    • sphx_glr_plot_partial_dependence_visualization_api_005.png
    • sphx_glr_plot_partial_dependence_visualization_api_006.png
    • sphx_glr_plot_partial_dependence_visualization_api_thumb.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_sgd_early_stopping_001.png
    • sphx_glr_plot_sgd_early_stopping_thumb.png
    • sphx_glr_plot_sparse_logistic_regression_20newsgroups_001.png
    • sphx_glr_plot_sparse_logistic_regression_20newsgroups_thumb.png
    • sphx_glr_plot_stack_predictors_001.png
    • sphx_glr_plot_stack_predictors_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
    • sphx_glr_plot_ward_structured_vs_unstructured_001.png
    • sphx_glr_plot_ward_structured_vs_unstructured_0011.png
    • sphx_glr_plot_ward_structured_vs_unstructured_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_tomography_l1_reconstruction.rst.txt
      • plot_topics_extraction_with_nmf_lda.rst.txt
      • sg_execution_times.rst.txt
    • bicluster
      • plot_bicluster_newsgroups.rst.txt
      • plot_spectral_biclustering.rst.txt
      • plot_spectral_coclustering.rst.txt
      • sg_execution_times.rst.txt
    • calibration
      • plot_calibration.rst.txt
      • plot_calibration_curve.rst.txt
      • plot_calibration_multiclass.rst.txt
      • plot_compare_calibration.rst.txt
      • sg_execution_times.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
      • sg_execution_times.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_agglomerative_dendrogram.rst.txt
      • plot_birch_vs_minibatchkmeans.rst.txt
      • plot_cluster_comparison.rst.txt
      • plot_cluster_iris.rst.txt
      • plot_coin_segmentation.rst.txt
      • plot_coin_ward_segmentation.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_feature_agglomeration_vs_univariate_selection.rst.txt
      • plot_inductive_clustering.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_linkage_comparison.rst.txt
      • plot_mean_shift.rst.txt
      • plot_mini_batch_kmeans.rst.txt
      • plot_optics.rst.txt
      • plot_segmentation_toy.rst.txt
      • plot_ward_structured_vs_unstructured.rst.txt
      • sg_execution_times.rst.txt
    • compose
      • plot_column_transformer.rst.txt
      • plot_column_transformer_mixed_types.rst.txt
      • plot_compare_reduction.rst.txt
      • plot_digits_pipe.rst.txt
      • plot_feature_union.rst.txt
      • plot_transformed_target.rst.txt
      • sg_execution_times.rst.txt
    • covariance
      • plot_covariance_estimation.rst.txt
      • plot_lw_vs_oas.rst.txt
      • plot_mahalanobis_distances.rst.txt
      • plot_robust_vs_empirical_covariance.rst.txt
      • plot_sparse_cov.rst.txt
      • sg_execution_times.rst.txt
    • cross_decomposition
      • plot_compare_cross_decomposition.rst.txt
      • sg_execution_times.rst.txt
    • datasets
      • plot_digits_last_image.rst.txt
      • plot_iris_dataset.rst.txt
      • plot_random_dataset.rst.txt
      • plot_random_multilabel_dataset.rst.txt
      • sg_execution_times.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
      • sg_execution_times.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_random_forest_embedding.rst.txt
      • plot_random_forest_regression_multioutput.rst.txt
      • plot_stack_predictors.rst.txt
      • plot_voting_decision_regions.rst.txt
      • plot_voting_probas.rst.txt
      • plot_voting_regressor.rst.txt
      • sg_execution_times.rst.txt
    • exercises
      • plot_cv_diabetes.rst.txt
      • plot_cv_digits.rst.txt
      • plot_digits_classification_exercise.rst.txt
      • plot_iris_exercise.rst.txt
      • sg_execution_times.rst.txt
    • feature_selection
      • plot_f_test_vs_mi.rst.txt
      • plot_feature_selection.rst.txt
      • plot_feature_selection_pipeline.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
      • sg_execution_times.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_on_structured_data.rst.txt
      • plot_gpr_prior_posterior.rst.txt
      • sg_execution_times.rst.txt
    • impute
      • plot_iterative_imputer_variants_comparison.rst.txt
      • plot_missing_values.rst.txt
      • sg_execution_times.rst.txt
    • index.rst.txt
    • inspection
      • plot_partial_dependence.rst.txt
      • plot_permutation_importance.rst.txt
      • plot_permutation_importance_multicollinear.rst.txt
      • sg_execution_times.rst.txt
    • linear_model
      • plot_ard.rst.txt
      • plot_bayesian_ridge.rst.txt
      • plot_bayesian_ridge_curvefit.rst.txt
      • plot_huber_vs_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_early_stopping.rst.txt
      • plot_sgd_iris.rst.txt
      • plot_sgd_loss_functions.rst.txt
      • plot_sgd_penalties.rst.txt
      • plot_sgd_separating_hyperplane.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
      • sg_execution_times.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
      • sg_execution_times.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
      • sg_execution_times.rst.txt
    • model_selection
      • plot_confusion_matrix.rst.txt
      • plot_cv_indices.rst.txt
      • plot_cv_predict.rst.txt
      • plot_grid_search_digits.rst.txt
      • plot_grid_search_refit_callable.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
      • sg_execution_times.rst.txt
    • multioutput
      • plot_classifier_chain_yeast.rst.txt
      • sg_execution_times.rst.txt
    • neighbors
      • plot_caching_nearest_neighbors.rst.txt
      • plot_classification.rst.txt
      • plot_digits_kde_sampling.rst.txt
      • plot_kde_1d.rst.txt
      • plot_lof_novelty_detection.rst.txt
      • plot_lof_outlier_detection.rst.txt
      • plot_nca_classification.rst.txt
      • plot_nca_dim_reduction.rst.txt
      • plot_nca_illustration.rst.txt
      • plot_nearest_centroid.rst.txt
      • plot_regression.rst.txt
      • plot_species_kde.rst.txt
      • sg_execution_times.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
      • sg_execution_times.rst.txt
    • plot_anomaly_comparison.rst.txt
    • plot_changed_only_pprint_parameter.rst.txt
    • plot_isotonic_regression.rst.txt
    • plot_johnson_lindenstrauss_bound.rst.txt
    • plot_kernel_approximation.rst.txt
    • plot_kernel_ridge_regression.rst.txt
    • plot_multilabel.rst.txt
    • plot_multioutput_face_completion.rst.txt
    • plot_partial_dependence_visualization_api.rst.txt
    • plot_roc_curve_visualization_api.rst.txt
    • preprocessing
      • plot_all_scaling.rst.txt
      • plot_discretization.rst.txt
      • plot_discretization_classification.rst.txt
      • plot_discretization_strategies.rst.txt
      • plot_function_transformer.rst.txt
      • plot_map_data_to_normal.rst.txt
      • plot_scaling_importance.rst.txt
      • sg_execution_times.rst.txt
    • release_highlights
      • plot_release_highlights_0_22_0.rst.txt
      • sg_execution_times.rst.txt
    • semi_supervised
      • plot_label_propagation_digits.rst.txt
      • plot_label_propagation_digits_active_learning.rst.txt
      • plot_label_propagation_structure.rst.txt
      • plot_label_propagation_versus_svm_iris.rst.txt
      • sg_execution_times.rst.txt
    • sg_execution_times.rst.txt
    • svm
      • plot_custom_kernel.rst.txt
      • plot_iris_svc.rst.txt
      • plot_linearsvc_support_vectors.rst.txt
      • plot_oneclass.rst.txt
      • plot_rbf_parameters.rst.txt
      • plot_separating_hyperplane.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_svm_tie_breaking.rst.txt
      • plot_weighted_samples.rst.txt
      • sg_execution_times.rst.txt
    • text
      • plot_document_classification_20newsgroups.rst.txt
      • plot_document_clustering.rst.txt
      • plot_hashing_vs_dict_vectorizer.rst.txt
      • sg_execution_times.rst.txt
    • tree
      • plot_cost_complexity_pruning.rst.txt
      • plot_iris_dtc.rst.txt
      • plot_tree_regression.rst.txt
      • plot_tree_regression_multioutput.rst.txt
      • plot_unveil_tree_structure.rst.txt
      • sg_execution_times.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_tomography_l1_reconstruction.html
      • plot_topics_extraction_with_nmf_lda.html
      • sg_execution_times.html
    • bicluster
      • plot_bicluster_newsgroups.html
      • plot_spectral_biclustering.html
      • plot_spectral_coclustering.html
      • sg_execution_times.html
    • calibration
      • plot_calibration.html
      • plot_calibration_curve.html
      • plot_calibration_multiclass.html
      • plot_compare_calibration.html
      • sg_execution_times.html
    • classification
      • plot_classification_probability.html
      • plot_classifier_comparison.html
      • plot_digits_classification.html
      • plot_lda.html
      • plot_lda_qda.html
      • sg_execution_times.html
    • cluster
      • plot_adjusted_for_chance_measures.html
      • plot_affinity_propagation.html
      • plot_agglomerative_clustering.html
      • plot_agglomerative_clustering_metrics.html
      • plot_agglomerative_dendrogram.html
      • plot_birch_vs_minibatchkmeans.html
      • plot_cluster_comparison.html
      • plot_cluster_iris.html
      • plot_coin_segmentation.html
      • plot_coin_ward_segmentation.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_feature_agglomeration_vs_univariate_selection.html
      • plot_inductive_clustering.html
      • plot_kmeans_assumptions.html
      • plot_kmeans_digits.html
      • plot_kmeans_silhouette_analysis.html
      • plot_kmeans_stability_low_dim_dense.html
      • plot_linkage_comparison.html
      • plot_mean_shift.html
      • plot_mini_batch_kmeans.html
      • plot_optics.html
      • plot_segmentation_toy.html
      • plot_ward_structured_vs_unstructured.html
      • sg_execution_times.html
    • compose
      • plot_column_transformer.html
      • plot_column_transformer_mixed_types.html
      • plot_compare_reduction.html
      • plot_digits_pipe.html
      • plot_feature_union.html
      • plot_transformed_target.html
      • sg_execution_times.html
    • covariance
      • plot_covariance_estimation.html
      • plot_lw_vs_oas.html
      • plot_mahalanobis_distances.html
      • plot_robust_vs_empirical_covariance.html
      • plot_sparse_cov.html
      • sg_execution_times.html
    • cross_decomposition
      • plot_compare_cross_decomposition.html
      • sg_execution_times.html
    • datasets
      • plot_digits_last_image.html
      • plot_iris_dataset.html
      • plot_random_dataset.html
      • plot_random_multilabel_dataset.html
      • sg_execution_times.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
      • sg_execution_times.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_random_forest_embedding.html
      • plot_random_forest_regression_multioutput.html
      • plot_stack_predictors.html
      • plot_voting_decision_regions.html
      • plot_voting_probas.html
      • plot_voting_regressor.html
      • sg_execution_times.html
    • exercises
      • plot_cv_diabetes.html
      • plot_cv_digits.html
      • plot_digits_classification_exercise.html
      • plot_iris_exercise.html
      • sg_execution_times.html
    • feature_selection
      • plot_f_test_vs_mi.html
      • plot_feature_selection.html
      • plot_feature_selection_pipeline.html
      • plot_permutation_test_for_classification.html
      • plot_rfe_digits.html
      • plot_rfe_with_cross_validation.html
      • plot_select_from_model_boston.html
      • sg_execution_times.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_on_structured_data.html
      • plot_gpr_prior_posterior.html
      • sg_execution_times.html
    • impute
      • plot_iterative_imputer_variants_comparison.html
      • plot_missing_values.html
      • sg_execution_times.html
    • index.html
    • inspection
      • plot_partial_dependence.html
      • plot_permutation_importance.html
      • plot_permutation_importance_multicollinear.html
      • sg_execution_times.html
    • linear_model
      • plot_ard.html
      • plot_bayesian_ridge.html
      • plot_bayesian_ridge_curvefit.html
      • plot_huber_vs_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_early_stopping.html
      • plot_sgd_iris.html
      • plot_sgd_loss_functions.html
      • plot_sgd_penalties.html
      • plot_sgd_separating_hyperplane.html
      • plot_sgd_weighted_samples.html
      • plot_sparse_logistic_regression_20newsgroups.html
      • plot_sparse_logistic_regression_mnist.html
      • plot_theilsen.html
      • sg_execution_times.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
      • sg_execution_times.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
      • sg_execution_times.html
    • model_selection
      • plot_confusion_matrix.html
      • plot_cv_indices.html
      • plot_cv_predict.html
      • plot_grid_search_digits.html
      • plot_grid_search_refit_callable.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
      • sg_execution_times.html
    • multioutput
      • plot_classifier_chain_yeast.html
      • sg_execution_times.html
    • neighbors
      • plot_caching_nearest_neighbors.html
      • plot_classification.html
      • plot_digits_kde_sampling.html
      • plot_kde_1d.html
      • plot_lof_novelty_detection.html
      • plot_lof_outlier_detection.html
      • plot_nca_classification.html
      • plot_nca_dim_reduction.html
      • plot_nca_illustration.html
      • plot_nearest_centroid.html
      • plot_regression.html
      • plot_species_kde.html
      • sg_execution_times.html
    • neural_networks
      • plot_mlp_alpha.html
      • plot_mlp_training_curves.html
      • plot_mnist_filters.html
      • plot_rbm_logistic_classification.html
      • sg_execution_times.html
    • plot_anomaly_comparison.html
    • plot_changed_only_pprint_parameter.html
    • plot_isotonic_regression.html
    • plot_johnson_lindenstrauss_bound.html
    • plot_kernel_approximation.html
    • plot_kernel_ridge_regression.html
    • plot_multilabel.html
    • plot_multioutput_face_completion.html
    • plot_partial_dependence_visualization_api.html
    • plot_roc_curve_visualization_api.html
    • preprocessing
      • plot_all_scaling.html
      • plot_discretization.html
      • plot_discretization_classification.html
      • plot_discretization_strategies.html
      • plot_function_transformer.html
      • plot_map_data_to_normal.html
      • plot_scaling_importance.html
      • sg_execution_times.html
    • release_highlights
      • plot_release_highlights_0_22_0.html
      • sg_execution_times.html
    • semi_supervised
      • plot_label_propagation_digits.html
      • plot_label_propagation_digits_active_learning.html
      • plot_label_propagation_structure.html
      • plot_label_propagation_versus_svm_iris.html
      • sg_execution_times.html
    • sg_execution_times.html
    • svm
      • plot_custom_kernel.html
      • plot_iris_svc.html
      • plot_linearsvc_support_vectors.html
      • plot_oneclass.html
      • plot_rbf_parameters.html
      • plot_separating_hyperplane.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_svm_tie_breaking.html
      • plot_weighted_samples.html
      • sg_execution_times.html
    • text
      • plot_document_classification_20newsgroups.html
      • plot_document_clustering.html
      • plot_hashing_vs_dict_vectorizer.html
      • sg_execution_times.html
    • tree
      • plot_cost_complexity_pruning.html
      • plot_iris_dtc.html
      • plot_tree_regression.html
      • plot_tree_regression_multioutput.html
      • plot_unveil_tree_structure.html
      • sg_execution_times.html
  • modules/generated
    • sklearn.base.BaseEstimator.html
    • sklearn.base.BiclusterMixin.html
    • sklearn.base.ClassifierMixin.html
    • sklearn.base.ClusterMixin.html
    • sklearn.base.DensityMixin.html
    • sklearn.base.RegressorMixin.html
    • sklearn.base.TransformerMixin.html
    • sklearn.base.clone.html
    • sklearn.base.is_classifier.html
    • sklearn.base.is_regressor.html
    • sklearn.calibration.CalibratedClassifierCV.html
    • sklearn.calibration.calibration_curve.html
    • sklearn.cluster.AffinityPropagation.html
    • sklearn.cluster.AgglomerativeClustering.html
    • sklearn.cluster.Birch.html
    • sklearn.cluster.DBSCAN.html
    • sklearn.cluster.FeatureAgglomeration.html
    • sklearn.cluster.KMeans.html
    • sklearn.cluster.MeanShift.html
    • sklearn.cluster.MiniBatchKMeans.html
    • sklearn.cluster.OPTICS.html
    • sklearn.cluster.SpectralBiclustering.html
    • sklearn.cluster.SpectralClustering.html
    • sklearn.cluster.SpectralCoclustering.html
    • sklearn.cluster.affinity_propagation.html
    • sklearn.cluster.cluster_optics_dbscan.html
    • sklearn.cluster.cluster_optics_xi.html
    • sklearn.cluster.compute_optics_graph.html
    • sklearn.cluster.dbscan.html
    • sklearn.cluster.estimate_bandwidth.html
    • sklearn.cluster.k_means.html
    • sklearn.cluster.mean_shift.html
    • sklearn.cluster.spectral_clustering.html
    • sklearn.cluster.ward_tree.html
    • sklearn.compose.ColumnTransformer.html
    • sklearn.compose.TransformedTargetRegressor.html
    • sklearn.compose.make_column_selector.html
    • sklearn.compose.make_column_transformer.html
    • sklearn.config_context.html
    • sklearn.covariance.EllipticEnvelope.html
    • sklearn.covariance.EmpiricalCovariance.html
    • sklearn.covariance.GraphicalLasso.html
    • sklearn.covariance.GraphicalLassoCV.html
    • sklearn.covariance.LedoitWolf.html
    • sklearn.covariance.MinCovDet.html
    • sklearn.covariance.OAS.html
    • sklearn.covariance.ShrunkCovariance.html
    • sklearn.covariance.empirical_covariance.html
    • sklearn.covariance.graphical_lasso.html
    • sklearn.covariance.ledoit_wolf.html
    • sklearn.covariance.oas.html
    • sklearn.covariance.shrunk_covariance.html
    • sklearn.cross_decomposition.CCA.html
    • sklearn.cross_decomposition.PLSCanonical.html
    • sklearn.cross_decomposition.PLSRegression.html
    • sklearn.cross_decomposition.PLSSVD.html
    • sklearn.datasets.clear_data_home.html
    • sklearn.datasets.dump_svmlight_file.html
    • sklearn.datasets.fetch_20newsgroups.html
    • sklearn.datasets.fetch_20newsgroups_vectorized.html
    • sklearn.datasets.fetch_california_housing.html
    • sklearn.datasets.fetch_covtype.html
    • sklearn.datasets.fetch_kddcup99.html
    • sklearn.datasets.fetch_lfw_pairs.html
    • sklearn.datasets.fetch_lfw_people.html
    • sklearn.datasets.fetch_olivetti_faces.html
    • sklearn.datasets.fetch_openml.html
    • sklearn.datasets.fetch_rcv1.html
    • sklearn.datasets.fetch_species_distributions.html
    • sklearn.datasets.get_data_home.html
    • sklearn.datasets.load_boston.html
    • sklearn.datasets.load_breast_cancer.html
    • sklearn.datasets.load_diabetes.html
    • sklearn.datasets.load_digits.html
    • sklearn.datasets.load_files.html
    • sklearn.datasets.load_iris.html
    • sklearn.datasets.load_linnerud.html
    • sklearn.datasets.load_sample_image.html
    • sklearn.datasets.load_sample_images.html
    • sklearn.datasets.load_svmlight_file.html
    • sklearn.datasets.load_svmlight_files.html
    • sklearn.datasets.load_wine.html
    • sklearn.datasets.make_biclusters.html
    • sklearn.datasets.make_blobs.html
    • sklearn.datasets.make_checkerboard.html
    • sklearn.datasets.make_circles.html
    • sklearn.datasets.make_classification.html
    • sklearn.datasets.make_friedman1.html
    • sklearn.datasets.make_friedman2.html
    • sklearn.datasets.make_friedman3.html
    • sklearn.datasets.make_gaussian_quantiles.html
    • sklearn.datasets.make_hastie_10_2.html
    • sklearn.datasets.make_low_rank_matrix.html
    • sklearn.datasets.make_moons.html
    • sklearn.datasets.make_multilabel_classification.html
    • sklearn.datasets.make_regression.html
    • sklearn.datasets.make_s_curve.html
    • sklearn.datasets.make_sparse_coded_signal.html
    • sklearn.datasets.make_sparse_spd_matrix.html
    • sklearn.datasets.make_sparse_uncorrelated.html
    • sklearn.datasets.make_spd_matrix.html
    • sklearn.datasets.make_swiss_roll.html
    • sklearn.decomposition.DictionaryLearning.html
    • sklearn.decomposition.FactorAnalysis.html
    • sklearn.decomposition.FastICA.html
    • sklearn.decomposition.IncrementalPCA.html
    • sklearn.decomposition.KernelPCA.html
    • sklearn.decomposition.LatentDirichletAllocation.html
    • sklearn.decomposition.MiniBatchDictionaryLearning.html
    • sklearn.decomposition.MiniBatchSparsePCA.html
    • sklearn.decomposition.NMF.html
    • sklearn.decomposition.PCA.html
    • sklearn.decomposition.SparseCoder.html
    • sklearn.decomposition.SparsePCA.html
    • sklearn.decomposition.TruncatedSVD.html
    • sklearn.decomposition.dict_learning.html
    • sklearn.decomposition.dict_learning_online.html
    • sklearn.decomposition.fastica.html
    • sklearn.decomposition.non_negative_factorization.html
    • sklearn.decomposition.sparse_encode.html
    • sklearn.discriminant_analysis.LinearDiscriminantAnalysis.html
    • sklearn.discriminant_analysis.QuadraticDiscriminantAnalysis.html
    • sklearn.dummy.DummyClassifier.html
    • sklearn.dummy.DummyRegressor.html
    • sklearn.ensemble.AdaBoostClassifier.html
    • sklearn.ensemble.AdaBoostRegressor.html
    • sklearn.ensemble.BaggingClassifier.html
    • sklearn.ensemble.BaggingRegressor.html
    • sklearn.ensemble.ExtraTreesClassifier.html
    • sklearn.ensemble.ExtraTreesRegressor.html
    • sklearn.ensemble.GradientBoostingClassifier.html
    • sklearn.ensemble.GradientBoostingRegressor.html
    • sklearn.ensemble.HistGradientBoostingClassifier.html
    • sklearn.ensemble.HistGradientBoostingRegressor.html
    • sklearn.ensemble.IsolationForest.html
    • sklearn.ensemble.RandomForestClassifier.html
    • sklearn.ensemble.RandomForestRegressor.html
    • sklearn.ensemble.RandomTreesEmbedding.html
    • sklearn.ensemble.StackingClassifier.html
    • sklearn.ensemble.StackingRegressor.html
    • sklearn.ensemble.VotingClassifier.html
    • sklearn.ensemble.VotingRegressor.html
    • sklearn.exceptions.ChangedBehaviorWarning.html
    • sklearn.exceptions.ConvergenceWarning.html
    • sklearn.exceptions.DataConversionWarning.html
    • sklearn.exceptions.DataDimensionalityWarning.html
    • sklearn.exceptions.EfficiencyWarning.html
    • sklearn.exceptions.FitFailedWarning.html
    • sklearn.exceptions.NonBLASDotWarning.html
    • sklearn.exceptions.NotFittedError.html
    • sklearn.exceptions.UndefinedMetricWarning.html
    • sklearn.feature_extraction.DictVectorizer.html
    • sklearn.feature_extraction.FeatureHasher.html
    • sklearn.feature_extraction.image.PatchExtractor.html
    • sklearn.feature_extraction.image.extract_patches_2d.html
    • sklearn.feature_extraction.image.grid_to_graph.html
    • sklearn.feature_extraction.image.img_to_graph.html
    • sklearn.feature_extraction.image.reconstruct_from_patches_2d.html
    • sklearn.feature_extraction.text.CountVectorizer.html
    • sklearn.feature_extraction.text.HashingVectorizer.html
    • sklearn.feature_extraction.text.TfidfTransformer.html
    • sklearn.feature_extraction.text.TfidfVectorizer.html
    • sklearn.feature_selection.GenericUnivariateSelect.html
    • sklearn.feature_selection.RFE.html
    • sklearn.feature_selection.RFECV.html
    • sklearn.feature_selection.SelectFdr.html
    • sklearn.feature_selection.SelectFpr.html
    • sklearn.feature_selection.SelectFromModel.html
    • sklearn.feature_selection.SelectFwe.html
    • sklearn.feature_selection.SelectKBest.html
    • sklearn.feature_selection.SelectPercentile.html
    • sklearn.feature_selection.VarianceThreshold.html
    • sklearn.feature_selection.chi2.html
    • sklearn.feature_selection.f_classif.html
    • sklearn.feature_selection.f_regression.html
    • sklearn.feature_selection.mutual_info_classif.html
    • sklearn.feature_selection.mutual_info_regression.html
    • sklearn.gaussian_process.GaussianProcessClassifier.html
    • sklearn.gaussian_process.GaussianProcessRegressor.html
    • sklearn.gaussian_process.kernels.CompoundKernel.html
    • sklearn.gaussian_process.kernels.ConstantKernel.html
    • sklearn.gaussian_process.kernels.DotProduct.html
    • sklearn.gaussian_process.kernels.ExpSineSquared.html
    • sklearn.gaussian_process.kernels.Exponentiation.html
    • sklearn.gaussian_process.kernels.Hyperparameter.html
    • sklearn.gaussian_process.kernels.Kernel.html
    • sklearn.gaussian_process.kernels.Matern.html
    • sklearn.gaussian_process.kernels.PairwiseKernel.html
    • sklearn.gaussian_process.kernels.Product.html
    • sklearn.gaussian_process.kernels.RBF.html
    • sklearn.gaussian_process.kernels.RationalQuadratic.html
    • sklearn.gaussian_process.kernels.Sum.html
    • sklearn.gaussian_process.kernels.WhiteKernel.html
    • sklearn.get_config.html
    • sklearn.impute.IterativeImputer.html
    • sklearn.impute.KNNImputer.html
    • sklearn.impute.MissingIndicator.html
    • sklearn.impute.SimpleImputer.html
    • sklearn.inspection.PartialDependenceDisplay.html
    • sklearn.inspection.partial_dependence.html
    • sklearn.inspection.permutation_importance.html
    • sklearn.inspection.plot_partial_dependence.html
    • sklearn.isotonic.IsotonicRegression.html
    • sklearn.isotonic.check_increasing.html
    • sklearn.isotonic.isotonic_regression.html
    • sklearn.kernel_approximation.AdditiveChi2Sampler.html
    • sklearn.kernel_approximation.Nystroem.html
    • sklearn.kernel_approximation.RBFSampler.html
    • sklearn.kernel_approximation.SkewedChi2Sampler.html
    • sklearn.kernel_ridge.KernelRidge.html
    • sklearn.linear_model.ARDRegression.html
    • sklearn.linear_model.BayesianRidge.html
    • sklearn.linear_model.ElasticNet.html
    • sklearn.linear_model.ElasticNetCV.html
    • sklearn.linear_model.HuberRegressor.html
    • sklearn.linear_model.Lars.html
    • sklearn.linear_model.LarsCV.html
    • sklearn.linear_model.Lasso.html
    • sklearn.linear_model.LassoCV.html
    • sklearn.linear_model.LassoLars.html
    • sklearn.linear_model.LassoLarsCV.html
    • sklearn.linear_model.LassoLarsIC.html
    • sklearn.linear_model.LinearRegression.html
    • sklearn.linear_model.LogisticRegression.html
    • sklearn.linear_model.LogisticRegressionCV.html
    • sklearn.linear_model.MultiTaskElasticNet.html
    • sklearn.linear_model.MultiTaskElasticNetCV.html
    • sklearn.linear_model.MultiTaskLasso.html
    • sklearn.linear_model.MultiTaskLassoCV.html
    • sklearn.linear_model.OrthogonalMatchingPursuit.html
    • sklearn.linear_model.OrthogonalMatchingPursuitCV.html
    • sklearn.linear_model.PassiveAggressiveClassifier.html
    • sklearn.linear_model.PassiveAggressiveRegressor.html
    • sklearn.linear_model.Perceptron.html
    • sklearn.linear_model.RANSACRegressor.html
    • sklearn.linear_model.Ridge.html
    • sklearn.linear_model.RidgeCV.html
    • sklearn.linear_model.RidgeClassifier.html
    • sklearn.linear_model.RidgeClassifierCV.html
    • sklearn.linear_model.SGDClassifier.html
    • sklearn.linear_model.SGDRegressor.html
    • sklearn.linear_model.TheilSenRegressor.html
    • sklearn.linear_model.enet_path.html
    • sklearn.linear_model.lars_path.html
    • sklearn.linear_model.lars_path_gram.html
    • sklearn.linear_model.lasso_path.html
    • sklearn.linear_model.orthogonal_mp.html
    • sklearn.linear_model.orthogonal_mp_gram.html
    • sklearn.linear_model.ridge_regression.html
    • sklearn.manifold.Isomap.html
    • sklearn.manifold.LocallyLinearEmbedding.html
    • sklearn.manifold.MDS.html
    • sklearn.manifold.SpectralEmbedding.html
    • sklearn.manifold.TSNE.html
    • sklearn.manifold.locally_linear_embedding.html
    • sklearn.manifold.smacof.html
    • sklearn.manifold.spectral_embedding.html
    • sklearn.manifold.trustworthiness.html
    • sklearn.metrics.ConfusionMatrixDisplay.html
    • sklearn.metrics.PrecisionRecallDisplay.html
    • sklearn.metrics.RocCurveDisplay.html
    • sklearn.metrics.accuracy_score.html
    • sklearn.metrics.adjusted_mutual_info_score.html
    • sklearn.metrics.adjusted_rand_score.html
    • sklearn.metrics.auc.html
    • sklearn.metrics.average_precision_score.html
    • sklearn.metrics.balanced_accuracy_score.html
    • sklearn.metrics.brier_score_loss.html
    • sklearn.metrics.calinski_harabasz_score.html
    • sklearn.metrics.check_scoring.html
    • sklearn.metrics.classification_report.html
    • sklearn.metrics.cluster.contingency_matrix.html
    • sklearn.metrics.cohen_kappa_score.html
    • sklearn.metrics.completeness_score.html
    • sklearn.metrics.confusion_matrix.html
    • sklearn.metrics.consensus_score.html
    • sklearn.metrics.coverage_error.html
    • sklearn.metrics.davies_bouldin_score.html
    • sklearn.metrics.dcg_score.html
    • sklearn.metrics.explained_variance_score.html
    • sklearn.metrics.f1_score.html
    • sklearn.metrics.fbeta_score.html
    • sklearn.metrics.fowlkes_mallows_score.html
    • sklearn.metrics.get_scorer.html
    • sklearn.metrics.hamming_loss.html
    • sklearn.metrics.hinge_loss.html
    • sklearn.metrics.homogeneity_completeness_v_measure.html
    • sklearn.metrics.homogeneity_score.html
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