.. _general_examples: General examples ---------------- General-purpose and introductory examples for the scikit. .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_plot_cv_predict_thumb.png :ref:`sphx_glr_auto_examples_plot_cv_predict.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/plot_cv_predict .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_plot_isotonic_regression_thumb.png :ref:`sphx_glr_auto_examples_plot_isotonic_regression.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/plot_isotonic_regression .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_feature_stacker_thumb.png :ref:`sphx_glr_auto_examples_feature_stacker.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/feature_stacker .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_plot_digits_pipe_thumb.png :ref:`sphx_glr_auto_examples_plot_digits_pipe.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/plot_digits_pipe .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_plot_compare_reduction_thumb.png :ref:`sphx_glr_auto_examples_plot_compare_reduction.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/plot_compare_reduction .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_missing_values_thumb.png :ref:`sphx_glr_auto_examples_missing_values.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/missing_values .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_plot_multioutput_face_completion_thumb.png :ref:`sphx_glr_auto_examples_plot_multioutput_face_completion.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/plot_multioutput_face_completion .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_plot_multilabel_thumb.png :ref:`sphx_glr_auto_examples_plot_multilabel.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/plot_multilabel .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_plot_johnson_lindenstrauss_bound_thumb.png :ref:`sphx_glr_auto_examples_plot_johnson_lindenstrauss_bound.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/plot_johnson_lindenstrauss_bound .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_plot_kernel_ridge_regression_thumb.png :ref:`sphx_glr_auto_examples_plot_kernel_ridge_regression.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/plot_kernel_ridge_regression .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_hetero_feature_union_thumb.png :ref:`sphx_glr_auto_examples_hetero_feature_union.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/hetero_feature_union .. raw:: html
.. only:: html .. figure:: /auto_examples/images/thumb/sphx_glr_plot_kernel_approximation_thumb.png :ref:`sphx_glr_auto_examples_plot_kernel_approximation.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/plot_kernel_approximation .. raw:: html
.. _realworld_examples: Examples based on real world datasets ------------------------------------- Applications to real world problems with some medium sized datasets or interactive user interface. .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_topics_extraction_with_nmf_lda_thumb.png :ref:`sphx_glr_auto_examples_applications_topics_extraction_with_nmf_lda.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/topics_extraction_with_nmf_lda .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_plot_outlier_detection_housing_thumb.png :ref:`sphx_glr_auto_examples_applications_plot_outlier_detection_housing.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/plot_outlier_detection_housing .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_plot_tomography_l1_reconstruction_thumb.png :ref:`sphx_glr_auto_examples_applications_plot_tomography_l1_reconstruction.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/plot_tomography_l1_reconstruction .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_face_recognition_thumb.png :ref:`sphx_glr_auto_examples_applications_face_recognition.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/face_recognition .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_plot_model_complexity_influence_thumb.png :ref:`sphx_glr_auto_examples_applications_plot_model_complexity_influence.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/plot_model_complexity_influence .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_plot_species_distribution_modeling_thumb.png :ref:`sphx_glr_auto_examples_applications_plot_species_distribution_modeling.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/plot_species_distribution_modeling .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_plot_stock_market_thumb.png :ref:`sphx_glr_auto_examples_applications_plot_stock_market.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/plot_stock_market .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_wikipedia_principal_eigenvector_thumb.png :ref:`sphx_glr_auto_examples_applications_wikipedia_principal_eigenvector.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/wikipedia_principal_eigenvector .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_svm_gui_thumb.png :ref:`sphx_glr_auto_examples_applications_svm_gui.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/svm_gui .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_plot_prediction_latency_thumb.png :ref:`sphx_glr_auto_examples_applications_plot_prediction_latency.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/plot_prediction_latency .. raw:: html
.. only:: html .. figure:: /auto_examples/applications/images/thumb/sphx_glr_plot_out_of_core_classification_thumb.png :ref:`sphx_glr_auto_examples_applications_plot_out_of_core_classification.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/applications/plot_out_of_core_classification .. raw:: html
.. _bicluster_examples: Biclustering ------------ Examples concerning the :mod:`sklearn.cluster.bicluster` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/bicluster/images/thumb/sphx_glr_plot_spectral_coclustering_thumb.png :ref:`sphx_glr_auto_examples_bicluster_plot_spectral_coclustering.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/bicluster/plot_spectral_coclustering .. raw:: html
.. only:: html .. figure:: /auto_examples/bicluster/images/thumb/sphx_glr_plot_spectral_biclustering_thumb.png :ref:`sphx_glr_auto_examples_bicluster_plot_spectral_biclustering.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/bicluster/plot_spectral_biclustering .. raw:: html
.. only:: html .. figure:: /auto_examples/bicluster/images/thumb/sphx_glr_bicluster_newsgroups_thumb.png :ref:`sphx_glr_auto_examples_bicluster_bicluster_newsgroups.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/bicluster/bicluster_newsgroups .. raw:: html
.. _calibration_examples: Calibration ----------------------- Examples illustrating the calibration of predicted probabilities of classifiers. .. raw:: html
.. only:: html .. figure:: /auto_examples/calibration/images/thumb/sphx_glr_plot_compare_calibration_thumb.png :ref:`sphx_glr_auto_examples_calibration_plot_compare_calibration.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/calibration/plot_compare_calibration .. raw:: html
.. only:: html .. figure:: /auto_examples/calibration/images/thumb/sphx_glr_plot_calibration_curve_thumb.png :ref:`sphx_glr_auto_examples_calibration_plot_calibration_curve.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/calibration/plot_calibration_curve .. raw:: html
.. only:: html .. figure:: /auto_examples/calibration/images/thumb/sphx_glr_plot_calibration_thumb.png :ref:`sphx_glr_auto_examples_calibration_plot_calibration.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/calibration/plot_calibration .. raw:: html
.. only:: html .. figure:: /auto_examples/calibration/images/thumb/sphx_glr_plot_calibration_multiclass_thumb.png :ref:`sphx_glr_auto_examples_calibration_plot_calibration_multiclass.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/calibration/plot_calibration_multiclass .. raw:: html
.. _classification_examples: Classification ----------------------- General examples about classification algorithms. .. raw:: html
.. only:: html .. figure:: /auto_examples/classification/images/thumb/sphx_glr_plot_digits_classification_thumb.png :ref:`sphx_glr_auto_examples_classification_plot_digits_classification.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/classification/plot_digits_classification .. raw:: html
.. only:: html .. figure:: /auto_examples/classification/images/thumb/sphx_glr_plot_lda_thumb.png :ref:`sphx_glr_auto_examples_classification_plot_lda.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/classification/plot_lda .. raw:: html
.. only:: html .. figure:: /auto_examples/classification/images/thumb/sphx_glr_plot_classification_probability_thumb.png :ref:`sphx_glr_auto_examples_classification_plot_classification_probability.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/classification/plot_classification_probability .. raw:: html
.. only:: html .. figure:: /auto_examples/classification/images/thumb/sphx_glr_plot_classifier_comparison_thumb.png :ref:`sphx_glr_auto_examples_classification_plot_classifier_comparison.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/classification/plot_classifier_comparison .. raw:: html
.. only:: html .. figure:: /auto_examples/classification/images/thumb/sphx_glr_plot_lda_qda_thumb.png :ref:`sphx_glr_auto_examples_classification_plot_lda_qda.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/classification/plot_lda_qda .. raw:: html
.. _cluster_examples: Clustering ---------- Examples concerning the :mod:`sklearn.cluster` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_mean_shift_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_mean_shift.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_mean_shift .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_digits_agglomeration_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_digits_agglomeration.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_digits_agglomeration .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_kmeans_assumptions_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_kmeans_assumptions.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_kmeans_assumptions .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_face_ward_segmentation_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_face_ward_segmentation.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_face_ward_segmentation .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_dict_face_patches_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_dict_face_patches.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_dict_face_patches .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_affinity_propagation_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_affinity_propagation.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_affinity_propagation .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_ward_structured_vs_unstructured_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_ward_structured_vs_unstructured.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_ward_structured_vs_unstructured .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_agglomerative_clustering_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_agglomerative_clustering.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_agglomerative_clustering .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_cluster_iris_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_cluster_iris.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_cluster_iris .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_face_segmentation_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_face_segmentation.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_face_segmentation .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_dbscan_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_dbscan.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_dbscan .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_segmentation_toy_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_segmentation_toy.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_segmentation_toy .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_face_compress_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_face_compress.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_face_compress .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_digits_linkage_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_digits_linkage.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_digits_linkage .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_color_quantization_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_color_quantization.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_color_quantization .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_agglomerative_clustering_metrics_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_agglomerative_clustering_metrics.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_agglomerative_clustering_metrics .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_mini_batch_kmeans_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_mini_batch_kmeans.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_mini_batch_kmeans .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_feature_agglomeration_vs_univariate_selection_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_feature_agglomeration_vs_univariate_selection.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_feature_agglomeration_vs_univariate_selection .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_birch_vs_minibatchkmeans_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_birch_vs_minibatchkmeans.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_birch_vs_minibatchkmeans .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_kmeans_stability_low_dim_dense_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_kmeans_stability_low_dim_dense.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_kmeans_stability_low_dim_dense .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_adjusted_for_chance_measures_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_adjusted_for_chance_measures.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_adjusted_for_chance_measures .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_kmeans_digits_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_kmeans_digits.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_kmeans_digits .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_cluster_comparison_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_cluster_comparison.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_cluster_comparison .. raw:: html
.. only:: html .. figure:: /auto_examples/cluster/images/thumb/sphx_glr_plot_kmeans_silhouette_analysis_thumb.png :ref:`sphx_glr_auto_examples_cluster_plot_kmeans_silhouette_analysis.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cluster/plot_kmeans_silhouette_analysis .. raw:: html
.. _covariance_examples: Covariance estimation --------------------- Examples concerning the :mod:`sklearn.covariance` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/covariance/images/thumb/sphx_glr_plot_lw_vs_oas_thumb.png :ref:`sphx_glr_auto_examples_covariance_plot_lw_vs_oas.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/covariance/plot_lw_vs_oas .. raw:: html
.. only:: html .. figure:: /auto_examples/covariance/images/thumb/sphx_glr_plot_sparse_cov_thumb.png :ref:`sphx_glr_auto_examples_covariance_plot_sparse_cov.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/covariance/plot_sparse_cov .. raw:: html
.. only:: html .. figure:: /auto_examples/covariance/images/thumb/sphx_glr_plot_covariance_estimation_thumb.png :ref:`sphx_glr_auto_examples_covariance_plot_covariance_estimation.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/covariance/plot_covariance_estimation .. raw:: html
.. only:: html .. figure:: /auto_examples/covariance/images/thumb/sphx_glr_plot_outlier_detection_thumb.png :ref:`sphx_glr_auto_examples_covariance_plot_outlier_detection.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/covariance/plot_outlier_detection .. raw:: html
.. only:: html .. figure:: /auto_examples/covariance/images/thumb/sphx_glr_plot_mahalanobis_distances_thumb.png :ref:`sphx_glr_auto_examples_covariance_plot_mahalanobis_distances.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/covariance/plot_mahalanobis_distances .. raw:: html
.. only:: html .. figure:: /auto_examples/covariance/images/thumb/sphx_glr_plot_robust_vs_empirical_covariance_thumb.png :ref:`sphx_glr_auto_examples_covariance_plot_robust_vs_empirical_covariance.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/covariance/plot_robust_vs_empirical_covariance .. raw:: html
.. _cross_decomposition_examples: Cross decomposition ------------------- Examples concerning the :mod:`sklearn.cross_decomposition` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/cross_decomposition/images/thumb/sphx_glr_plot_compare_cross_decomposition_thumb.png :ref:`sphx_glr_auto_examples_cross_decomposition_plot_compare_cross_decomposition.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/cross_decomposition/plot_compare_cross_decomposition .. raw:: html
.. _dataset_examples: Dataset examples ----------------------- Examples concerning the :mod:`sklearn.datasets` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/datasets/images/thumb/sphx_glr_plot_digits_last_image_thumb.png :ref:`sphx_glr_auto_examples_datasets_plot_digits_last_image.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/datasets/plot_digits_last_image .. raw:: html
.. only:: html .. figure:: /auto_examples/datasets/images/thumb/sphx_glr_plot_iris_dataset_thumb.png :ref:`sphx_glr_auto_examples_datasets_plot_iris_dataset.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/datasets/plot_iris_dataset .. raw:: html
.. only:: html .. figure:: /auto_examples/datasets/images/thumb/sphx_glr_plot_random_dataset_thumb.png :ref:`sphx_glr_auto_examples_datasets_plot_random_dataset.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/datasets/plot_random_dataset .. raw:: html
.. only:: html .. figure:: /auto_examples/datasets/images/thumb/sphx_glr_plot_random_multilabel_dataset_thumb.png :ref:`sphx_glr_auto_examples_datasets_plot_random_multilabel_dataset.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/datasets/plot_random_multilabel_dataset .. raw:: html
.. _decomposition_examples: Decomposition ------------- Examples concerning the :mod:`sklearn.decomposition` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_pca_iris_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_pca_iris.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_pca_iris .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_incremental_pca_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_incremental_pca.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_incremental_pca .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_pca_vs_lda_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_pca_vs_lda.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_pca_vs_lda .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_ica_blind_source_separation_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_ica_blind_source_separation.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_ica_blind_source_separation .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_ica_vs_pca_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_ica_vs_pca.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_ica_vs_pca .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_kernel_pca_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_kernel_pca.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_kernel_pca .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_pca_3d_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_pca_3d.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_pca_3d .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_pca_vs_fa_model_selection_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_pca_vs_fa_model_selection.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_pca_vs_fa_model_selection .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_sparse_coding_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_sparse_coding.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_sparse_coding .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_faces_decomposition_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_faces_decomposition.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_faces_decomposition .. raw:: html
.. only:: html .. figure:: /auto_examples/decomposition/images/thumb/sphx_glr_plot_image_denoising_thumb.png :ref:`sphx_glr_auto_examples_decomposition_plot_image_denoising.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/decomposition/plot_image_denoising .. raw:: html
.. _ensemble_examples: Ensemble methods ---------------- Examples concerning the :mod:`sklearn.ensemble` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_adaboost_regression_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_adaboost_regression.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_adaboost_regression .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_forest_importances_faces_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_forest_importances_faces.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_forest_importances_faces .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_isolation_forest_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_isolation_forest.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_isolation_forest .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_forest_importances_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_forest_importances.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_forest_importances .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_voting_decision_regions_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_voting_decision_regions.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_voting_decision_regions .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_random_forest_regression_multioutput_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_random_forest_regression_multioutput.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_random_forest_regression_multioutput .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_gradient_boosting_regression_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_gradient_boosting_regression.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_gradient_boosting_regression .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_gradient_boosting_quantile_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_gradient_boosting_quantile.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_gradient_boosting_quantile .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_voting_probas_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_voting_probas.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_voting_probas .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_gradient_boosting_regularization_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_gradient_boosting_regularization.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_gradient_boosting_regularization .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_ensemble_oob_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_ensemble_oob.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_ensemble_oob .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_adaboost_twoclass_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_adaboost_twoclass.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_adaboost_twoclass .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_random_forest_embedding_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_random_forest_embedding.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_random_forest_embedding .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_partial_dependence_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_partial_dependence.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_partial_dependence .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_adaboost_hastie_10_2_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_adaboost_hastie_10_2.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_adaboost_hastie_10_2 .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_adaboost_multiclass_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_adaboost_multiclass.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_adaboost_multiclass .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_feature_transformation_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_feature_transformation.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_feature_transformation .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_gradient_boosting_oob_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_gradient_boosting_oob.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_gradient_boosting_oob .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_bias_variance_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_bias_variance.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_bias_variance .. raw:: html
.. only:: html .. figure:: /auto_examples/ensemble/images/thumb/sphx_glr_plot_forest_iris_thumb.png :ref:`sphx_glr_auto_examples_ensemble_plot_forest_iris.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/ensemble/plot_forest_iris .. raw:: html
Tutorial exercises ------------------ Exercises for the tutorials .. raw:: html
.. only:: html .. figure:: /auto_examples/exercises/images/thumb/sphx_glr_digits_classification_exercise_thumb.png :ref:`sphx_glr_auto_examples_exercises_digits_classification_exercise.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/exercises/digits_classification_exercise .. raw:: html
.. only:: html .. figure:: /auto_examples/exercises/images/thumb/sphx_glr_plot_cv_digits_thumb.png :ref:`sphx_glr_auto_examples_exercises_plot_cv_digits.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/exercises/plot_cv_digits .. raw:: html
.. only:: html .. figure:: /auto_examples/exercises/images/thumb/sphx_glr_plot_iris_exercise_thumb.png :ref:`sphx_glr_auto_examples_exercises_plot_iris_exercise.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/exercises/plot_iris_exercise .. raw:: html
.. only:: html .. figure:: /auto_examples/exercises/images/thumb/sphx_glr_plot_cv_diabetes_thumb.png :ref:`sphx_glr_auto_examples_exercises_plot_cv_diabetes.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/exercises/plot_cv_diabetes .. raw:: html
.. _feature_selection_examples: Feature Selection ----------------------- Examples concerning the :mod:`sklearn.feature_selection` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/feature_selection/images/thumb/sphx_glr_feature_selection_pipeline_thumb.png :ref:`sphx_glr_auto_examples_feature_selection_feature_selection_pipeline.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/feature_selection/feature_selection_pipeline .. raw:: html
.. only:: html .. figure:: /auto_examples/feature_selection/images/thumb/sphx_glr_plot_rfe_digits_thumb.png :ref:`sphx_glr_auto_examples_feature_selection_plot_rfe_digits.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/feature_selection/plot_rfe_digits .. raw:: html
.. only:: html .. figure:: /auto_examples/feature_selection/images/thumb/sphx_glr_plot_f_test_vs_mi_thumb.png :ref:`sphx_glr_auto_examples_feature_selection_plot_f_test_vs_mi.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/feature_selection/plot_f_test_vs_mi .. raw:: html
.. only:: html .. figure:: /auto_examples/feature_selection/images/thumb/sphx_glr_plot_rfe_with_cross_validation_thumb.png :ref:`sphx_glr_auto_examples_feature_selection_plot_rfe_with_cross_validation.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/feature_selection/plot_rfe_with_cross_validation .. raw:: html
.. only:: html .. figure:: /auto_examples/feature_selection/images/thumb/sphx_glr_plot_select_from_model_boston_thumb.png :ref:`sphx_glr_auto_examples_feature_selection_plot_select_from_model_boston.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/feature_selection/plot_select_from_model_boston .. raw:: html
.. only:: html .. figure:: /auto_examples/feature_selection/images/thumb/sphx_glr_plot_feature_selection_thumb.png :ref:`sphx_glr_auto_examples_feature_selection_plot_feature_selection.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/feature_selection/plot_feature_selection .. raw:: html
.. only:: html .. figure:: /auto_examples/feature_selection/images/thumb/sphx_glr_plot_permutation_test_for_classification_thumb.png :ref:`sphx_glr_auto_examples_feature_selection_plot_permutation_test_for_classification.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/feature_selection/plot_permutation_test_for_classification .. raw:: html
.. _gaussian_process_examples: Gaussian Process for Machine Learning ------------------------------------- Examples concerning the :mod:`sklearn.gaussian_process` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/gaussian_process/images/thumb/sphx_glr_plot_gpc_xor_thumb.png :ref:`sphx_glr_auto_examples_gaussian_process_plot_gpc_xor.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/gaussian_process/plot_gpc_xor .. raw:: html
.. only:: html .. figure:: /auto_examples/gaussian_process/images/thumb/sphx_glr_plot_gpc_iris_thumb.png :ref:`sphx_glr_auto_examples_gaussian_process_plot_gpc_iris.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/gaussian_process/plot_gpc_iris .. raw:: html
.. only:: html .. figure:: /auto_examples/gaussian_process/images/thumb/sphx_glr_plot_compare_gpr_krr_thumb.png :ref:`sphx_glr_auto_examples_gaussian_process_plot_compare_gpr_krr.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/gaussian_process/plot_compare_gpr_krr .. raw:: html
.. only:: html .. figure:: /auto_examples/gaussian_process/images/thumb/sphx_glr_plot_gpr_co2_thumb.png :ref:`sphx_glr_auto_examples_gaussian_process_plot_gpr_co2.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/gaussian_process/plot_gpr_co2 .. raw:: html
.. only:: html .. figure:: /auto_examples/gaussian_process/images/thumb/sphx_glr_plot_gpr_prior_posterior_thumb.png :ref:`sphx_glr_auto_examples_gaussian_process_plot_gpr_prior_posterior.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/gaussian_process/plot_gpr_prior_posterior .. raw:: html
.. only:: html .. figure:: /auto_examples/gaussian_process/images/thumb/sphx_glr_plot_gpc_isoprobability_thumb.png :ref:`sphx_glr_auto_examples_gaussian_process_plot_gpc_isoprobability.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/gaussian_process/plot_gpc_isoprobability .. raw:: html
.. only:: html .. figure:: /auto_examples/gaussian_process/images/thumb/sphx_glr_plot_gpc_thumb.png :ref:`sphx_glr_auto_examples_gaussian_process_plot_gpc.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/gaussian_process/plot_gpc .. raw:: html
.. only:: html .. figure:: /auto_examples/gaussian_process/images/thumb/sphx_glr_plot_gpr_noisy_thumb.png :ref:`sphx_glr_auto_examples_gaussian_process_plot_gpr_noisy.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/gaussian_process/plot_gpr_noisy .. raw:: html
.. only:: html .. figure:: /auto_examples/gaussian_process/images/thumb/sphx_glr_plot_gpr_noisy_targets_thumb.png :ref:`sphx_glr_auto_examples_gaussian_process_plot_gpr_noisy_targets.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/gaussian_process/plot_gpr_noisy_targets .. raw:: html
.. _linear_examples: Generalized Linear Models ------------------------- Examples concerning the :mod:`sklearn.linear_model` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_lasso_lars_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_lars.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_lasso_lars .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_ridge_path_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_ridge_path.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_ridge_path .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_logistic_path_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_logistic_path.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_logistic_path .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_sgd_separating_hyperplane_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_separating_hyperplane.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_sgd_separating_hyperplane .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_sgd_loss_functions_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_loss_functions.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_sgd_loss_functions .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_ridge_coeffs_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_ridge_coeffs.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_ridge_coeffs .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_ols_ridge_variance_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_ols_ridge_variance.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_ols_ridge_variance .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_logistic_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_logistic.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_logistic .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_polynomial_interpolation_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_polynomial_interpolation.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_polynomial_interpolation .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_ols_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_ols.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_ols .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_iris_logistic_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_iris_logistic.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_iris_logistic .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_sgd_weighted_samples_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_weighted_samples.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_sgd_weighted_samples .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_lasso_dense_vs_sparse_data_thumb.png :ref:`sphx_glr_auto_examples_linear_model_lasso_dense_vs_sparse_data.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/lasso_dense_vs_sparse_data .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_lasso_and_elasticnet_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_and_elasticnet.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_lasso_and_elasticnet .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_ols_3d_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_ols_3d.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_ols_3d .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_multi_task_lasso_support_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_multi_task_lasso_support.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_multi_task_lasso_support .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_sgd_comparison_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_comparison.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_sgd_comparison .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_ransac_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_ransac.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_ransac .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_huber_vs_ridge_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_huber_vs_ridge.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_huber_vs_ridge .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_sgd_penalties_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_penalties.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_sgd_penalties .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_bayesian_ridge_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_bayesian_ridge.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_bayesian_ridge .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_ard_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_ard.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_ard .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_omp_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_omp.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_omp .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_sgd_iris_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_iris.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_sgd_iris .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_theilsen_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_theilsen.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_theilsen .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_logistic_l1_l2_sparsity_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_logistic_l1_l2_sparsity.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_logistic_l1_l2_sparsity .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_logistic_multinomial_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_logistic_multinomial.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_logistic_multinomial .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_robust_fit_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_robust_fit.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_robust_fit .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_lasso_coordinate_descent_path_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_coordinate_descent_path.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_lasso_coordinate_descent_path .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_lasso_model_selection_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_model_selection.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_lasso_model_selection .. raw:: html
.. only:: html .. figure:: /auto_examples/linear_model/images/thumb/sphx_glr_plot_sparse_recovery_thumb.png :ref:`sphx_glr_auto_examples_linear_model_plot_sparse_recovery.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/linear_model/plot_sparse_recovery .. raw:: html
.. _manifold_examples: Manifold learning ----------------------- Examples concerning the :mod:`sklearn.manifold` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/manifold/images/thumb/sphx_glr_plot_swissroll_thumb.png :ref:`sphx_glr_auto_examples_manifold_plot_swissroll.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/manifold/plot_swissroll .. raw:: html
.. only:: html .. figure:: /auto_examples/manifold/images/thumb/sphx_glr_plot_mds_thumb.png :ref:`sphx_glr_auto_examples_manifold_plot_mds.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/manifold/plot_mds .. raw:: html
.. only:: html .. figure:: /auto_examples/manifold/images/thumb/sphx_glr_plot_compare_methods_thumb.png :ref:`sphx_glr_auto_examples_manifold_plot_compare_methods.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/manifold/plot_compare_methods .. raw:: html
.. only:: html .. figure:: /auto_examples/manifold/images/thumb/sphx_glr_plot_manifold_sphere_thumb.png :ref:`sphx_glr_auto_examples_manifold_plot_manifold_sphere.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/manifold/plot_manifold_sphere .. raw:: html
.. only:: html .. figure:: /auto_examples/manifold/images/thumb/sphx_glr_plot_lle_digits_thumb.png :ref:`sphx_glr_auto_examples_manifold_plot_lle_digits.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/manifold/plot_lle_digits .. raw:: html
.. _mixture_examples: Gaussian Mixture Models ----------------------- Examples concerning the :mod:`sklearn.mixture` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/mixture/images/thumb/sphx_glr_plot_gmm_pdf_thumb.png :ref:`sphx_glr_auto_examples_mixture_plot_gmm_pdf.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/mixture/plot_gmm_pdf .. raw:: html
.. only:: html .. figure:: /auto_examples/mixture/images/thumb/sphx_glr_plot_gmm_thumb.png :ref:`sphx_glr_auto_examples_mixture_plot_gmm.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/mixture/plot_gmm .. raw:: html
.. only:: html .. figure:: /auto_examples/mixture/images/thumb/sphx_glr_plot_gmm_selection_thumb.png :ref:`sphx_glr_auto_examples_mixture_plot_gmm_selection.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/mixture/plot_gmm_selection .. raw:: html
.. only:: html .. figure:: /auto_examples/mixture/images/thumb/sphx_glr_plot_gmm_covariances_thumb.png :ref:`sphx_glr_auto_examples_mixture_plot_gmm_covariances.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/mixture/plot_gmm_covariances .. raw:: html
.. only:: html .. figure:: /auto_examples/mixture/images/thumb/sphx_glr_plot_gmm_sin_thumb.png :ref:`sphx_glr_auto_examples_mixture_plot_gmm_sin.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/mixture/plot_gmm_sin .. raw:: html
.. only:: html .. figure:: /auto_examples/mixture/images/thumb/sphx_glr_plot_concentration_prior_thumb.png :ref:`sphx_glr_auto_examples_mixture_plot_concentration_prior.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/mixture/plot_concentration_prior .. raw:: html
.. _model_selection_examples: Model Selection ----------------------- Examples related to the :mod:`sklearn.model_selection` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_plot_validation_curve_thumb.png :ref:`sphx_glr_auto_examples_model_selection_plot_validation_curve.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/plot_validation_curve .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_plot_underfitting_overfitting_thumb.png :ref:`sphx_glr_auto_examples_model_selection_plot_underfitting_overfitting.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/plot_underfitting_overfitting .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_plot_train_error_vs_test_error_thumb.png :ref:`sphx_glr_auto_examples_model_selection_plot_train_error_vs_test_error.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/plot_train_error_vs_test_error .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_plot_roc_crossval_thumb.png :ref:`sphx_glr_auto_examples_model_selection_plot_roc_crossval.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/plot_roc_crossval .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_grid_search_digits_thumb.png :ref:`sphx_glr_auto_examples_model_selection_grid_search_digits.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/grid_search_digits .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_plot_confusion_matrix_thumb.png :ref:`sphx_glr_auto_examples_model_selection_plot_confusion_matrix.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/plot_confusion_matrix .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_randomized_search_thumb.png :ref:`sphx_glr_auto_examples_model_selection_randomized_search.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/randomized_search .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_plot_nested_cross_validation_iris_thumb.png :ref:`sphx_glr_auto_examples_model_selection_plot_nested_cross_validation_iris.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/plot_nested_cross_validation_iris .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_grid_search_text_feature_extraction_thumb.png :ref:`sphx_glr_auto_examples_model_selection_grid_search_text_feature_extraction.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/grid_search_text_feature_extraction .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_plot_precision_recall_thumb.png :ref:`sphx_glr_auto_examples_model_selection_plot_precision_recall.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/plot_precision_recall .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_plot_roc_thumb.png :ref:`sphx_glr_auto_examples_model_selection_plot_roc.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/plot_roc .. raw:: html
.. only:: html .. figure:: /auto_examples/model_selection/images/thumb/sphx_glr_plot_learning_curve_thumb.png :ref:`sphx_glr_auto_examples_model_selection_plot_learning_curve.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/model_selection/plot_learning_curve .. raw:: html
.. _neighbors_examples: Nearest Neighbors ----------------------- Examples concerning the :mod:`sklearn.neighbors` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/neighbors/images/thumb/sphx_glr_plot_regression_thumb.png :ref:`sphx_glr_auto_examples_neighbors_plot_regression.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neighbors/plot_regression .. raw:: html
.. only:: html .. figure:: /auto_examples/neighbors/images/thumb/sphx_glr_plot_classification_thumb.png :ref:`sphx_glr_auto_examples_neighbors_plot_classification.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neighbors/plot_classification .. raw:: html
.. only:: html .. figure:: /auto_examples/neighbors/images/thumb/sphx_glr_plot_nearest_centroid_thumb.png :ref:`sphx_glr_auto_examples_neighbors_plot_nearest_centroid.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neighbors/plot_nearest_centroid .. raw:: html
.. only:: html .. figure:: /auto_examples/neighbors/images/thumb/sphx_glr_plot_digits_kde_sampling_thumb.png :ref:`sphx_glr_auto_examples_neighbors_plot_digits_kde_sampling.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neighbors/plot_digits_kde_sampling .. raw:: html
.. only:: html .. figure:: /auto_examples/neighbors/images/thumb/sphx_glr_plot_species_kde_thumb.png :ref:`sphx_glr_auto_examples_neighbors_plot_species_kde.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neighbors/plot_species_kde .. raw:: html
.. only:: html .. figure:: /auto_examples/neighbors/images/thumb/sphx_glr_plot_kde_1d_thumb.png :ref:`sphx_glr_auto_examples_neighbors_plot_kde_1d.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neighbors/plot_kde_1d .. raw:: html
.. only:: html .. figure:: /auto_examples/neighbors/images/thumb/sphx_glr_plot_approximate_nearest_neighbors_hyperparameters_thumb.png :ref:`sphx_glr_auto_examples_neighbors_plot_approximate_nearest_neighbors_hyperparameters.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neighbors/plot_approximate_nearest_neighbors_hyperparameters .. raw:: html
.. only:: html .. figure:: /auto_examples/neighbors/images/thumb/sphx_glr_plot_approximate_nearest_neighbors_scalability_thumb.png :ref:`sphx_glr_auto_examples_neighbors_plot_approximate_nearest_neighbors_scalability.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neighbors/plot_approximate_nearest_neighbors_scalability .. raw:: html
.. _neural_network_examples: Neural Networks ----------------------- Examples concerning the :mod:`sklearn.neural_network` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/neural_networks/images/thumb/sphx_glr_plot_mnist_filters_thumb.png :ref:`sphx_glr_auto_examples_neural_networks_plot_mnist_filters.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neural_networks/plot_mnist_filters .. raw:: html
.. only:: html .. figure:: /auto_examples/neural_networks/images/thumb/sphx_glr_plot_rbm_logistic_classification_thumb.png :ref:`sphx_glr_auto_examples_neural_networks_plot_rbm_logistic_classification.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neural_networks/plot_rbm_logistic_classification .. raw:: html
.. only:: html .. figure:: /auto_examples/neural_networks/images/thumb/sphx_glr_plot_mlp_training_curves_thumb.png :ref:`sphx_glr_auto_examples_neural_networks_plot_mlp_training_curves.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neural_networks/plot_mlp_training_curves .. raw:: html
.. only:: html .. figure:: /auto_examples/neural_networks/images/thumb/sphx_glr_plot_mlp_alpha_thumb.png :ref:`sphx_glr_auto_examples_neural_networks_plot_mlp_alpha.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/neural_networks/plot_mlp_alpha .. raw:: html
.. _preprocessing_examples: Preprocessing ------------- Examples concerning the :mod:`sklearn.preprocessing` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_function_transformer_thumb.png :ref:`sphx_glr_auto_examples_preprocessing_plot_function_transformer.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/preprocessing/plot_function_transformer .. raw:: html
.. only:: html .. figure:: /auto_examples/preprocessing/images/thumb/sphx_glr_plot_robust_scaling_thumb.png :ref:`sphx_glr_auto_examples_preprocessing_plot_robust_scaling.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/preprocessing/plot_robust_scaling .. raw:: html
.. _semi_supervised_examples: Semi Supervised Classification ------------------------------ Examples concerning the :mod:`sklearn.semi_supervised` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/semi_supervised/images/thumb/sphx_glr_plot_label_propagation_structure_thumb.png :ref:`sphx_glr_auto_examples_semi_supervised_plot_label_propagation_structure.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/semi_supervised/plot_label_propagation_structure .. raw:: html
.. only:: html .. figure:: /auto_examples/semi_supervised/images/thumb/sphx_glr_plot_label_propagation_digits_thumb.png :ref:`sphx_glr_auto_examples_semi_supervised_plot_label_propagation_digits.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/semi_supervised/plot_label_propagation_digits .. raw:: html
.. only:: html .. figure:: /auto_examples/semi_supervised/images/thumb/sphx_glr_plot_label_propagation_versus_svm_iris_thumb.png :ref:`sphx_glr_auto_examples_semi_supervised_plot_label_propagation_versus_svm_iris.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/semi_supervised/plot_label_propagation_versus_svm_iris .. raw:: html
.. only:: html .. figure:: /auto_examples/semi_supervised/images/thumb/sphx_glr_plot_label_propagation_digits_active_learning_thumb.png :ref:`sphx_glr_auto_examples_semi_supervised_plot_label_propagation_digits_active_learning.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/semi_supervised/plot_label_propagation_digits_active_learning .. raw:: html
.. _svm_examples: Support Vector Machines ----------------------- Examples concerning the :mod:`sklearn.svm` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_regression_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_svm_regression.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_svm_regression .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_nonlinear_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_svm_nonlinear.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_svm_nonlinear .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_separating_hyperplane_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_separating_hyperplane.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_separating_hyperplane .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_separating_hyperplane_unbalanced_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_separating_hyperplane_unbalanced.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_separating_hyperplane_unbalanced .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_anova_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_svm_anova.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_svm_anova .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_custom_kernel_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_custom_kernel.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_custom_kernel .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_weighted_samples_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_weighted_samples.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_weighted_samples .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_kernels_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_svm_kernels.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_svm_kernels .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_margin_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_svm_margin.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_svm_margin .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_iris_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_iris.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_iris .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_oneclass_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_oneclass.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_oneclass .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_scale_c_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_svm_scale_c.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_svm_scale_c .. raw:: html
.. only:: html .. figure:: /auto_examples/svm/images/thumb/sphx_glr_plot_rbf_parameters_thumb.png :ref:`sphx_glr_auto_examples_svm_plot_rbf_parameters.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/svm/plot_rbf_parameters .. raw:: html
.. _text_examples: Working with text documents ---------------------------- Examples concerning the :mod:`sklearn.feature_extraction.text` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/text/images/thumb/sphx_glr_hashing_vs_dict_vectorizer_thumb.png :ref:`sphx_glr_auto_examples_text_hashing_vs_dict_vectorizer.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/text/hashing_vs_dict_vectorizer .. raw:: html
.. only:: html .. figure:: /auto_examples/text/images/thumb/sphx_glr_mlcomp_sparse_document_classification_thumb.png :ref:`sphx_glr_auto_examples_text_mlcomp_sparse_document_classification.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/text/mlcomp_sparse_document_classification .. raw:: html
.. only:: html .. figure:: /auto_examples/text/images/thumb/sphx_glr_document_clustering_thumb.png :ref:`sphx_glr_auto_examples_text_document_clustering.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/text/document_clustering .. raw:: html
.. only:: html .. figure:: /auto_examples/text/images/thumb/sphx_glr_document_classification_20newsgroups_thumb.png :ref:`sphx_glr_auto_examples_text_document_classification_20newsgroups.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/text/document_classification_20newsgroups .. raw:: html
.. _tree_examples: Decision Trees -------------- Examples concerning the :mod:`sklearn.tree` module. .. raw:: html
.. only:: html .. figure:: /auto_examples/tree/images/thumb/sphx_glr_plot_tree_regression_thumb.png :ref:`sphx_glr_auto_examples_tree_plot_tree_regression.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/tree/plot_tree_regression .. raw:: html
.. only:: html .. figure:: /auto_examples/tree/images/thumb/sphx_glr_plot_tree_regression_multioutput_thumb.png :ref:`sphx_glr_auto_examples_tree_plot_tree_regression_multioutput.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/tree/plot_tree_regression_multioutput .. raw:: html
.. only:: html .. figure:: /auto_examples/tree/images/thumb/sphx_glr_plot_iris_thumb.png :ref:`sphx_glr_auto_examples_tree_plot_iris.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/tree/plot_iris .. raw:: html
.. only:: html .. figure:: /auto_examples/tree/images/thumb/sphx_glr_plot_unveil_tree_structure_thumb.png :ref:`sphx_glr_auto_examples_tree_plot_unveil_tree_structure.py` .. raw:: html
.. toctree:: :hidden: /auto_examples/tree/plot_unveil_tree_structure .. raw:: html