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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_001.png
    • sphx_glr_plot_agglomerative_clustering_0011.png
    • 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_agglomerative_clustering_thumb.png
    • sphx_glr_plot_anomaly_comparison_001.png
    • sphx_glr_plot_anomaly_comparison_0011.png
    • sphx_glr_plot_anomaly_comparison_001_carousel.png
    • sphx_glr_plot_anomaly_comparison_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_001_carousel.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_face_recognition_002.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_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_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_011.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_outlier_detection_housing_002.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_theilsen_001.png
    • sphx_glr_plot_theilsen_0011.png
    • sphx_glr_plot_theilsen_002.png
    • sphx_glr_plot_theilsen_thumb.png
    • sphx_glr_plot_tomography_l1_reconstruction_001.png
    • sphx_glr_plot_tomography_l1_reconstruction_thumb.png
    • sphx_glr_plot_ward_structured_vs_unstructured_002.png
    • sphx_glr_plot_ward_structured_vs_unstructured_0021.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_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_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_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
    • 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