.. raw:: html

    <style type="text/css">
    .figure {
        float: left;
        margin: 10px;
        width: auto;
        height: 200px;
        width: 180px;
    }

    .figure img {
        display: inline;
        }

    .figure .caption {
        width: 170px;
        text-align: center !important;
    }
    </style>

Examples
========

.. _examples-index:



.. _general_examples:

General examples
----------------

General-purpose and introductory examples for the scikit.



.. figure:: ./images/thumb/plot_classification_probability.png
   :target: ./plot_classification_probability.html

   :ref:`example_plot_classification_probability.py`

.. toctree::
   :hidden:

   ./plot_classification_probability

.. figure:: ./images/thumb/plot_confusion_matrix.png
   :target: ./plot_confusion_matrix.html

   :ref:`example_plot_confusion_matrix.py`

.. toctree::
   :hidden:

   ./plot_confusion_matrix

.. figure:: ./images/thumb/plot_digits_classification.png
   :target: ./plot_digits_classification.html

   :ref:`example_plot_digits_classification.py`

.. toctree::
   :hidden:

   ./plot_digits_classification

.. figure:: ./images/thumb/plot_feature_selection.png
   :target: ./plot_feature_selection.html

   :ref:`example_plot_feature_selection.py`

.. toctree::
   :hidden:

   ./plot_feature_selection

.. figure:: ./images/thumb/plot_kernel_approximation.png
   :target: ./plot_kernel_approximation.html

   :ref:`example_plot_kernel_approximation.py`

.. toctree::
   :hidden:

   ./plot_kernel_approximation

.. figure:: ./images/thumb/plot_lda_qda.png
   :target: ./plot_lda_qda.html

   :ref:`example_plot_lda_qda.py`

.. toctree::
   :hidden:

   ./plot_lda_qda

.. figure:: ./images/thumb/plot_multilabel.png
   :target: ./plot_multilabel.html

   :ref:`example_plot_multilabel.py`

.. toctree::
   :hidden:

   ./plot_multilabel

.. figure:: ./images/thumb/plot_permutation_test_for_classification.png
   :target: ./plot_permutation_test_for_classification.html

   :ref:`example_plot_permutation_test_for_classification.py`

.. toctree::
   :hidden:

   ./plot_permutation_test_for_classification

.. figure:: ./images/thumb/plot_pls.png
   :target: ./plot_pls.html

   :ref:`example_plot_pls.py`

.. toctree::
   :hidden:

   ./plot_pls

.. figure:: ./images/thumb/plot_precision_recall.png
   :target: ./plot_precision_recall.html

   :ref:`example_plot_precision_recall.py`

.. toctree::
   :hidden:

   ./plot_precision_recall

.. figure:: ./images/thumb/plot_random_dataset.png
   :target: ./plot_random_dataset.html

   :ref:`example_plot_random_dataset.py`

.. toctree::
   :hidden:

   ./plot_random_dataset

.. figure:: ./images/thumb/plot_rfe_digits.png
   :target: ./plot_rfe_digits.html

   :ref:`example_plot_rfe_digits.py`

.. toctree::
   :hidden:

   ./plot_rfe_digits

.. figure:: ./images/thumb/plot_rfe_with_cross_validation.png
   :target: ./plot_rfe_with_cross_validation.html

   :ref:`example_plot_rfe_with_cross_validation.py`

.. toctree::
   :hidden:

   ./plot_rfe_with_cross_validation

.. figure:: ./images/thumb/plot_roc.png
   :target: ./plot_roc.html

   :ref:`example_plot_roc.py`

.. toctree::
   :hidden:

   ./plot_roc

.. figure:: ./images/thumb/plot_roc_crossval.png
   :target: ./plot_roc_crossval.html

   :ref:`example_plot_roc_crossval.py`

.. toctree::
   :hidden:

   ./plot_roc_crossval

.. figure:: ./images/thumb/plot_train_error_vs_test_error.png
   :target: ./plot_train_error_vs_test_error.html

   :ref:`example_plot_train_error_vs_test_error.py`

.. toctree::
   :hidden:

   ./plot_train_error_vs_test_error

.. figure:: ./images/thumb/document_classification_20newsgroups.png
   :target: ./document_classification_20newsgroups.html

   :ref:`example_document_classification_20newsgroups.py`

.. toctree::
   :hidden:

   ./document_classification_20newsgroups

.. figure:: ./images/thumb/document_clustering.png
   :target: ./document_clustering.html

   :ref:`example_document_clustering.py`

.. toctree::
   :hidden:

   ./document_clustering

.. figure:: ./images/thumb/feature_selection_pipeline.png
   :target: ./feature_selection_pipeline.html

   :ref:`example_feature_selection_pipeline.py`

.. toctree::
   :hidden:

   ./feature_selection_pipeline

.. figure:: ./images/thumb/grid_search_digits.png
   :target: ./grid_search_digits.html

   :ref:`example_grid_search_digits.py`

.. toctree::
   :hidden:

   ./grid_search_digits

.. figure:: ./images/thumb/grid_search_text_feature_extraction.png
   :target: ./grid_search_text_feature_extraction.html

   :ref:`example_grid_search_text_feature_extraction.py`

.. toctree::
   :hidden:

   ./grid_search_text_feature_extraction

.. figure:: ./images/thumb/mlcomp_sparse_document_classification.png
   :target: ./mlcomp_sparse_document_classification.html

   :ref:`example_mlcomp_sparse_document_classification.py`

.. toctree::
   :hidden:

   ./mlcomp_sparse_document_classification


.. raw:: html

    <div style="clear: both"></div>
    


.. _realworld_examples:

Examples based on real world datasets
-------------------------------------

Applications to real world problems with some medium sized datasets or
interactive user interface.



.. figure:: applications/images/thumb/plot_outlier_detection_housing.png
   :target: ./applications/plot_outlier_detection_housing.html

   :ref:`example_applications_plot_outlier_detection_housing.py`

.. toctree::
   :hidden:

   applications/plot_outlier_detection_housing

.. figure:: applications/images/thumb/plot_species_distribution_modeling.png
   :target: ./applications/plot_species_distribution_modeling.html

   :ref:`example_applications_plot_species_distribution_modeling.py`

.. toctree::
   :hidden:

   applications/plot_species_distribution_modeling

.. figure:: applications/images/thumb/plot_stock_market.png
   :target: ./applications/plot_stock_market.html

   :ref:`example_applications_plot_stock_market.py`

.. toctree::
   :hidden:

   applications/plot_stock_market

.. figure:: applications/images/thumb/plot_tomography_l1_reconstruction.png
   :target: ./applications/plot_tomography_l1_reconstruction.html

   :ref:`example_applications_plot_tomography_l1_reconstruction.py`

.. toctree::
   :hidden:

   applications/plot_tomography_l1_reconstruction

.. figure:: applications/images/thumb/face_recognition.png
   :target: ./applications/face_recognition.html

   :ref:`example_applications_face_recognition.py`

.. toctree::
   :hidden:

   applications/face_recognition

.. figure:: applications/images/thumb/svm_gui.png
   :target: ./applications/svm_gui.html

   :ref:`example_applications_svm_gui.py`

.. toctree::
   :hidden:

   applications/svm_gui

.. figure:: applications/images/thumb/topics_extraction_with_nmf.png
   :target: ./applications/topics_extraction_with_nmf.html

   :ref:`example_applications_topics_extraction_with_nmf.py`

.. toctree::
   :hidden:

   applications/topics_extraction_with_nmf

.. figure:: applications/images/thumb/wikipedia_principal_eigenvector.png
   :target: ./applications/wikipedia_principal_eigenvector.html

   :ref:`example_applications_wikipedia_principal_eigenvector.py`

.. toctree::
   :hidden:

   applications/wikipedia_principal_eigenvector


.. raw:: html

    <div style="clear: both"></div>
    


.. _cluster_examples:

Clustering
----------

Examples concerning the :mod:`sklearn.cluster` package.



.. figure:: cluster/images/thumb/plot_adjusted_for_chance_measures.png
   :target: ./cluster/plot_adjusted_for_chance_measures.html

   :ref:`example_cluster_plot_adjusted_for_chance_measures.py`

.. toctree::
   :hidden:

   cluster/plot_adjusted_for_chance_measures

.. figure:: cluster/images/thumb/plot_affinity_propagation.png
   :target: ./cluster/plot_affinity_propagation.html

   :ref:`example_cluster_plot_affinity_propagation.py`

.. toctree::
   :hidden:

   cluster/plot_affinity_propagation

.. figure:: cluster/images/thumb/plot_cluster_comparison.png
   :target: ./cluster/plot_cluster_comparison.html

   :ref:`example_cluster_plot_cluster_comparison.py`

.. toctree::
   :hidden:

   cluster/plot_cluster_comparison

.. figure:: cluster/images/thumb/plot_color_quantization.png
   :target: ./cluster/plot_color_quantization.html

   :ref:`example_cluster_plot_color_quantization.py`

.. toctree::
   :hidden:

   cluster/plot_color_quantization

.. figure:: cluster/images/thumb/plot_dbscan.png
   :target: ./cluster/plot_dbscan.html

   :ref:`example_cluster_plot_dbscan.py`

.. toctree::
   :hidden:

   cluster/plot_dbscan

.. figure:: cluster/images/thumb/plot_feature_agglomeration_vs_univariate_selection.png
   :target: ./cluster/plot_feature_agglomeration_vs_univariate_selection.html

   :ref:`example_cluster_plot_feature_agglomeration_vs_univariate_selection.py`

.. toctree::
   :hidden:

   cluster/plot_feature_agglomeration_vs_univariate_selection

.. figure:: cluster/images/thumb/plot_kmeans_digits.png
   :target: ./cluster/plot_kmeans_digits.html

   :ref:`example_cluster_plot_kmeans_digits.py`

.. toctree::
   :hidden:

   cluster/plot_kmeans_digits

.. figure:: cluster/images/thumb/plot_kmeans_stability_low_dim_dense.png
   :target: ./cluster/plot_kmeans_stability_low_dim_dense.html

   :ref:`example_cluster_plot_kmeans_stability_low_dim_dense.py`

.. toctree::
   :hidden:

   cluster/plot_kmeans_stability_low_dim_dense

.. figure:: cluster/images/thumb/plot_lena_segmentation.png
   :target: ./cluster/plot_lena_segmentation.html

   :ref:`example_cluster_plot_lena_segmentation.py`

.. toctree::
   :hidden:

   cluster/plot_lena_segmentation

.. figure:: cluster/images/thumb/plot_lena_ward_segmentation.png
   :target: ./cluster/plot_lena_ward_segmentation.html

   :ref:`example_cluster_plot_lena_ward_segmentation.py`

.. toctree::
   :hidden:

   cluster/plot_lena_ward_segmentation

.. figure:: cluster/images/thumb/plot_mean_shift.png
   :target: ./cluster/plot_mean_shift.html

   :ref:`example_cluster_plot_mean_shift.py`

.. toctree::
   :hidden:

   cluster/plot_mean_shift

.. figure:: cluster/images/thumb/plot_mini_batch_kmeans.png
   :target: ./cluster/plot_mini_batch_kmeans.html

   :ref:`example_cluster_plot_mini_batch_kmeans.py`

.. toctree::
   :hidden:

   cluster/plot_mini_batch_kmeans

.. figure:: cluster/images/thumb/plot_segmentation_toy.png
   :target: ./cluster/plot_segmentation_toy.html

   :ref:`example_cluster_plot_segmentation_toy.py`

.. toctree::
   :hidden:

   cluster/plot_segmentation_toy

.. figure:: cluster/images/thumb/plot_ward_structured_vs_unstructured.png
   :target: ./cluster/plot_ward_structured_vs_unstructured.html

   :ref:`example_cluster_plot_ward_structured_vs_unstructured.py`

.. toctree::
   :hidden:

   cluster/plot_ward_structured_vs_unstructured


.. raw:: html

    <div style="clear: both"></div>
    


.. _covariance_examples:

Covariance estimation
---------------------

Examples concerning the :mod:`sklearn.covariance` package.



.. figure:: covariance/images/thumb/plot_covariance_estimation.png
   :target: ./covariance/plot_covariance_estimation.html

   :ref:`example_covariance_plot_covariance_estimation.py`

.. toctree::
   :hidden:

   covariance/plot_covariance_estimation

.. figure:: covariance/images/thumb/plot_lw_vs_oas.png
   :target: ./covariance/plot_lw_vs_oas.html

   :ref:`example_covariance_plot_lw_vs_oas.py`

.. toctree::
   :hidden:

   covariance/plot_lw_vs_oas

.. figure:: covariance/images/thumb/plot_mahalanobis_distances.png
   :target: ./covariance/plot_mahalanobis_distances.html

   :ref:`example_covariance_plot_mahalanobis_distances.py`

.. toctree::
   :hidden:

   covariance/plot_mahalanobis_distances

.. figure:: covariance/images/thumb/plot_outlier_detection.png
   :target: ./covariance/plot_outlier_detection.html

   :ref:`example_covariance_plot_outlier_detection.py`

.. toctree::
   :hidden:

   covariance/plot_outlier_detection

.. figure:: covariance/images/thumb/plot_robust_vs_empirical_covariance.png
   :target: ./covariance/plot_robust_vs_empirical_covariance.html

   :ref:`example_covariance_plot_robust_vs_empirical_covariance.py`

.. toctree::
   :hidden:

   covariance/plot_robust_vs_empirical_covariance

.. figure:: covariance/images/thumb/plot_sparse_cov.png
   :target: ./covariance/plot_sparse_cov.html

   :ref:`example_covariance_plot_sparse_cov.py`

.. toctree::
   :hidden:

   covariance/plot_sparse_cov


.. raw:: html

    <div style="clear: both"></div>
    


.. _decomposition_examples:

Decomposition
-------------

Examples concerning the :mod:`sklearn.decomposition` package.




.. figure:: decomposition/images/thumb/plot_faces_decomposition.png
   :target: ./decomposition/plot_faces_decomposition.html

   :ref:`example_decomposition_plot_faces_decomposition.py`

.. toctree::
   :hidden:

   decomposition/plot_faces_decomposition

.. figure:: decomposition/images/thumb/plot_ica_blind_source_separation.png
   :target: ./decomposition/plot_ica_blind_source_separation.html

   :ref:`example_decomposition_plot_ica_blind_source_separation.py`

.. toctree::
   :hidden:

   decomposition/plot_ica_blind_source_separation

.. figure:: decomposition/images/thumb/plot_ica_vs_pca.png
   :target: ./decomposition/plot_ica_vs_pca.html

   :ref:`example_decomposition_plot_ica_vs_pca.py`

.. toctree::
   :hidden:

   decomposition/plot_ica_vs_pca

.. figure:: decomposition/images/thumb/plot_image_denoising.png
   :target: ./decomposition/plot_image_denoising.html

   :ref:`example_decomposition_plot_image_denoising.py`

.. toctree::
   :hidden:

   decomposition/plot_image_denoising

.. figure:: decomposition/images/thumb/plot_kernel_pca.png
   :target: ./decomposition/plot_kernel_pca.html

   :ref:`example_decomposition_plot_kernel_pca.py`

.. toctree::
   :hidden:

   decomposition/plot_kernel_pca

.. figure:: decomposition/images/thumb/plot_pca_vs_lda.png
   :target: ./decomposition/plot_pca_vs_lda.html

   :ref:`example_decomposition_plot_pca_vs_lda.py`

.. toctree::
   :hidden:

   decomposition/plot_pca_vs_lda

.. figure:: decomposition/images/thumb/plot_sparse_coding.png
   :target: ./decomposition/plot_sparse_coding.html

   :ref:`example_decomposition_plot_sparse_coding.py`

.. toctree::
   :hidden:

   decomposition/plot_sparse_coding


.. raw:: html

    <div style="clear: both"></div>
    


.. _ensemble_examples:

Ensemble methods
----------------

Examples concerning the :mod:`sklearn.ensemble` package.



.. figure:: ensemble/images/thumb/plot_forest_importances.png
   :target: ./ensemble/plot_forest_importances.html

   :ref:`example_ensemble_plot_forest_importances.py`

.. toctree::
   :hidden:

   ensemble/plot_forest_importances

.. figure:: ensemble/images/thumb/plot_forest_importances_faces.png
   :target: ./ensemble/plot_forest_importances_faces.html

   :ref:`example_ensemble_plot_forest_importances_faces.py`

.. toctree::
   :hidden:

   ensemble/plot_forest_importances_faces

.. figure:: ensemble/images/thumb/plot_forest_iris.png
   :target: ./ensemble/plot_forest_iris.html

   :ref:`example_ensemble_plot_forest_iris.py`

.. toctree::
   :hidden:

   ensemble/plot_forest_iris


.. raw:: html

    <div style="clear: both"></div>
    


.. _gaussian_process_examples:

Gaussian Process for Machine Learning
-------------------------------------

Examples concerning the :mod:`sklearn.gaussian_process` package.




.. figure:: gaussian_process/images/thumb/plot_gp_probabilistic_classification_after_regression.png
   :target: ./gaussian_process/plot_gp_probabilistic_classification_after_regression.html

   :ref:`example_gaussian_process_plot_gp_probabilistic_classification_after_regression.py`

.. toctree::
   :hidden:

   gaussian_process/plot_gp_probabilistic_classification_after_regression

.. figure:: gaussian_process/images/thumb/plot_gp_regression.png
   :target: ./gaussian_process/plot_gp_regression.html

   :ref:`example_gaussian_process_plot_gp_regression.py`

.. toctree::
   :hidden:

   gaussian_process/plot_gp_regression

.. figure:: gaussian_process/images/thumb/gp_diabetes_dataset.png
   :target: ./gaussian_process/gp_diabetes_dataset.html

   :ref:`example_gaussian_process_gp_diabetes_dataset.py`

.. toctree::
   :hidden:

   gaussian_process/gp_diabetes_dataset


.. raw:: html

    <div style="clear: both"></div>
    


.. _linear_examples:

Generalized Linear Models
-------------------------

Examples concerning the :mod:`sklearn.linear_model` package.



.. figure:: linear_model/images/thumb/plot_ard.png
   :target: ./linear_model/plot_ard.html

   :ref:`example_linear_model_plot_ard.py`

.. toctree::
   :hidden:

   linear_model/plot_ard

.. figure:: linear_model/images/thumb/plot_bayesian_ridge.png
   :target: ./linear_model/plot_bayesian_ridge.html

   :ref:`example_linear_model_plot_bayesian_ridge.py`

.. toctree::
   :hidden:

   linear_model/plot_bayesian_ridge

.. figure:: linear_model/images/thumb/plot_lasso_and_elasticnet.png
   :target: ./linear_model/plot_lasso_and_elasticnet.html

   :ref:`example_linear_model_plot_lasso_and_elasticnet.py`

.. toctree::
   :hidden:

   linear_model/plot_lasso_and_elasticnet

.. figure:: linear_model/images/thumb/plot_lasso_coordinate_descent_path.png
   :target: ./linear_model/plot_lasso_coordinate_descent_path.html

   :ref:`example_linear_model_plot_lasso_coordinate_descent_path.py`

.. toctree::
   :hidden:

   linear_model/plot_lasso_coordinate_descent_path

.. figure:: linear_model/images/thumb/plot_lasso_lars.png
   :target: ./linear_model/plot_lasso_lars.html

   :ref:`example_linear_model_plot_lasso_lars.py`

.. toctree::
   :hidden:

   linear_model/plot_lasso_lars

.. figure:: linear_model/images/thumb/plot_lasso_model_selection.png
   :target: ./linear_model/plot_lasso_model_selection.html

   :ref:`example_linear_model_plot_lasso_model_selection.py`

.. toctree::
   :hidden:

   linear_model/plot_lasso_model_selection

.. figure:: linear_model/images/thumb/plot_logistic_l1_l2_sparsity.png
   :target: ./linear_model/plot_logistic_l1_l2_sparsity.html

   :ref:`example_linear_model_plot_logistic_l1_l2_sparsity.py`

.. toctree::
   :hidden:

   linear_model/plot_logistic_l1_l2_sparsity

.. figure:: linear_model/images/thumb/plot_logistic_path.png
   :target: ./linear_model/plot_logistic_path.html

   :ref:`example_linear_model_plot_logistic_path.py`

.. toctree::
   :hidden:

   linear_model/plot_logistic_path

.. figure:: linear_model/images/thumb/plot_ols.png
   :target: ./linear_model/plot_ols.html

   :ref:`example_linear_model_plot_ols.py`

.. toctree::
   :hidden:

   linear_model/plot_ols

.. figure:: linear_model/images/thumb/plot_omp.png
   :target: ./linear_model/plot_omp.html

   :ref:`example_linear_model_plot_omp.py`

.. toctree::
   :hidden:

   linear_model/plot_omp

.. figure:: linear_model/images/thumb/plot_polynomial_interpolation.png
   :target: ./linear_model/plot_polynomial_interpolation.html

   :ref:`example_linear_model_plot_polynomial_interpolation.py`

.. toctree::
   :hidden:

   linear_model/plot_polynomial_interpolation

.. figure:: linear_model/images/thumb/plot_ridge_path.png
   :target: ./linear_model/plot_ridge_path.html

   :ref:`example_linear_model_plot_ridge_path.py`

.. toctree::
   :hidden:

   linear_model/plot_ridge_path

.. figure:: linear_model/images/thumb/plot_sgd_iris.png
   :target: ./linear_model/plot_sgd_iris.html

   :ref:`example_linear_model_plot_sgd_iris.py`

.. toctree::
   :hidden:

   linear_model/plot_sgd_iris

.. figure:: linear_model/images/thumb/plot_sgd_loss_functions.png
   :target: ./linear_model/plot_sgd_loss_functions.html

   :ref:`example_linear_model_plot_sgd_loss_functions.py`

.. toctree::
   :hidden:

   linear_model/plot_sgd_loss_functions

.. figure:: linear_model/images/thumb/plot_sgd_ols.png
   :target: ./linear_model/plot_sgd_ols.html

   :ref:`example_linear_model_plot_sgd_ols.py`

.. toctree::
   :hidden:

   linear_model/plot_sgd_ols

.. figure:: linear_model/images/thumb/plot_sgd_penalties.png
   :target: ./linear_model/plot_sgd_penalties.html

   :ref:`example_linear_model_plot_sgd_penalties.py`

.. toctree::
   :hidden:

   linear_model/plot_sgd_penalties

.. figure:: linear_model/images/thumb/plot_sgd_separating_hyperplane.png
   :target: ./linear_model/plot_sgd_separating_hyperplane.html

   :ref:`example_linear_model_plot_sgd_separating_hyperplane.py`

.. toctree::
   :hidden:

   linear_model/plot_sgd_separating_hyperplane

.. figure:: linear_model/images/thumb/plot_sgd_weighted_classes.png
   :target: ./linear_model/plot_sgd_weighted_classes.html

   :ref:`example_linear_model_plot_sgd_weighted_classes.py`

.. toctree::
   :hidden:

   linear_model/plot_sgd_weighted_classes

.. figure:: linear_model/images/thumb/plot_sgd_weighted_samples.png
   :target: ./linear_model/plot_sgd_weighted_samples.html

   :ref:`example_linear_model_plot_sgd_weighted_samples.py`

.. toctree::
   :hidden:

   linear_model/plot_sgd_weighted_samples

.. figure:: linear_model/images/thumb/plot_sparse_recovery.png
   :target: ./linear_model/plot_sparse_recovery.html

   :ref:`example_linear_model_plot_sparse_recovery.py`

.. toctree::
   :hidden:

   linear_model/plot_sparse_recovery

.. figure:: linear_model/images/thumb/lasso_dense_vs_sparse_data.png
   :target: ./linear_model/lasso_dense_vs_sparse_data.html

   :ref:`example_linear_model_lasso_dense_vs_sparse_data.py`

.. toctree::
   :hidden:

   linear_model/lasso_dense_vs_sparse_data


.. raw:: html

    <div style="clear: both"></div>
    


.. _manifold_examples:

Manifold learning
-----------------------

Examples concerning the :mod:`sklearn.manifold` package.




.. figure:: manifold/images/thumb/plot_compare_methods.png
   :target: ./manifold/plot_compare_methods.html

   :ref:`example_manifold_plot_compare_methods.py`

.. toctree::
   :hidden:

   manifold/plot_compare_methods

.. figure:: manifold/images/thumb/plot_lle_digits.png
   :target: ./manifold/plot_lle_digits.html

   :ref:`example_manifold_plot_lle_digits.py`

.. toctree::
   :hidden:

   manifold/plot_lle_digits

.. figure:: manifold/images/thumb/plot_swissroll.png
   :target: ./manifold/plot_swissroll.html

   :ref:`example_manifold_plot_swissroll.py`

.. toctree::
   :hidden:

   manifold/plot_swissroll


.. raw:: html

    <div style="clear: both"></div>
    


.. _mixture_examples:

Gaussian Mixture Models
-----------------------

Examples concerning the :mod:`sklearn.mixture` package.



.. figure:: mixture/images/thumb/plot_gmm.png
   :target: ./mixture/plot_gmm.html

   :ref:`example_mixture_plot_gmm.py`

.. toctree::
   :hidden:

   mixture/plot_gmm

.. figure:: mixture/images/thumb/plot_gmm_classifier.png
   :target: ./mixture/plot_gmm_classifier.html

   :ref:`example_mixture_plot_gmm_classifier.py`

.. toctree::
   :hidden:

   mixture/plot_gmm_classifier

.. figure:: mixture/images/thumb/plot_gmm_pdf.png
   :target: ./mixture/plot_gmm_pdf.html

   :ref:`example_mixture_plot_gmm_pdf.py`

.. toctree::
   :hidden:

   mixture/plot_gmm_pdf

.. figure:: mixture/images/thumb/plot_gmm_selection.png
   :target: ./mixture/plot_gmm_selection.html

   :ref:`example_mixture_plot_gmm_selection.py`

.. toctree::
   :hidden:

   mixture/plot_gmm_selection

.. figure:: mixture/images/thumb/plot_gmm_sin.png
   :target: ./mixture/plot_gmm_sin.html

   :ref:`example_mixture_plot_gmm_sin.py`

.. toctree::
   :hidden:

   mixture/plot_gmm_sin


.. raw:: html

    <div style="clear: both"></div>
    


.. _neighbors_examples:

Nearest Neighbors
-----------------------

Examples concerning the :mod:`sklearn.neighbors` package.



.. figure:: neighbors/images/thumb/plot_classification.png
   :target: ./neighbors/plot_classification.html

   :ref:`example_neighbors_plot_classification.py`

.. toctree::
   :hidden:

   neighbors/plot_classification

.. figure:: neighbors/images/thumb/plot_regression.png
   :target: ./neighbors/plot_regression.html

   :ref:`example_neighbors_plot_regression.py`

.. toctree::
   :hidden:

   neighbors/plot_regression


.. raw:: html

    <div style="clear: both"></div>
    


.. _semi_supervised_examples:

Semi Supervised Classification
------------------------------

Examples concerning the :mod:`sklearn.semi_supervised` package.



.. figure:: semi_supervised/images/thumb/plot_label_propagation_digits.png
   :target: ./semi_supervised/plot_label_propagation_digits.html

   :ref:`example_semi_supervised_plot_label_propagation_digits.py`

.. toctree::
   :hidden:

   semi_supervised/plot_label_propagation_digits

.. figure:: semi_supervised/images/thumb/plot_label_propagation_digits_active_learning.png
   :target: ./semi_supervised/plot_label_propagation_digits_active_learning.html

   :ref:`example_semi_supervised_plot_label_propagation_digits_active_learning.py`

.. toctree::
   :hidden:

   semi_supervised/plot_label_propagation_digits_active_learning

.. figure:: semi_supervised/images/thumb/plot_label_propagation_structure.png
   :target: ./semi_supervised/plot_label_propagation_structure.html

   :ref:`example_semi_supervised_plot_label_propagation_structure.py`

.. toctree::
   :hidden:

   semi_supervised/plot_label_propagation_structure

.. figure:: semi_supervised/images/thumb/plot_label_propagation_versus_svm_iris.png
   :target: ./semi_supervised/plot_label_propagation_versus_svm_iris.html

   :ref:`example_semi_supervised_plot_label_propagation_versus_svm_iris.py`

.. toctree::
   :hidden:

   semi_supervised/plot_label_propagation_versus_svm_iris


.. raw:: html

    <div style="clear: both"></div>
    


.. _svm_examples:

Support Vector Machines
-----------------------

Examples concerning the :mod:`sklearn.svm` package.



.. figure:: svm/images/thumb/plot_custom_kernel.png
   :target: ./svm/plot_custom_kernel.html

   :ref:`example_svm_plot_custom_kernel.py`

.. toctree::
   :hidden:

   svm/plot_custom_kernel

.. figure:: svm/images/thumb/plot_iris.png
   :target: ./svm/plot_iris.html

   :ref:`example_svm_plot_iris.py`

.. toctree::
   :hidden:

   svm/plot_iris

.. figure:: svm/images/thumb/plot_oneclass.png
   :target: ./svm/plot_oneclass.html

   :ref:`example_svm_plot_oneclass.py`

.. toctree::
   :hidden:

   svm/plot_oneclass

.. figure:: svm/images/thumb/plot_rbf_parameters.png
   :target: ./svm/plot_rbf_parameters.html

   :ref:`example_svm_plot_rbf_parameters.py`

.. toctree::
   :hidden:

   svm/plot_rbf_parameters

.. figure:: svm/images/thumb/plot_separating_hyperplane.png
   :target: ./svm/plot_separating_hyperplane.html

   :ref:`example_svm_plot_separating_hyperplane.py`

.. toctree::
   :hidden:

   svm/plot_separating_hyperplane

.. figure:: svm/images/thumb/plot_separating_hyperplane_unbalanced.png
   :target: ./svm/plot_separating_hyperplane_unbalanced.html

   :ref:`example_svm_plot_separating_hyperplane_unbalanced.py`

.. toctree::
   :hidden:

   svm/plot_separating_hyperplane_unbalanced

.. figure:: svm/images/thumb/plot_svm_anova.png
   :target: ./svm/plot_svm_anova.html

   :ref:`example_svm_plot_svm_anova.py`

.. toctree::
   :hidden:

   svm/plot_svm_anova

.. figure:: svm/images/thumb/plot_svm_nonlinear.png
   :target: ./svm/plot_svm_nonlinear.html

   :ref:`example_svm_plot_svm_nonlinear.py`

.. toctree::
   :hidden:

   svm/plot_svm_nonlinear

.. figure:: svm/images/thumb/plot_svm_parameters_selection.png
   :target: ./svm/plot_svm_parameters_selection.html

   :ref:`example_svm_plot_svm_parameters_selection.py`

.. toctree::
   :hidden:

   svm/plot_svm_parameters_selection

.. figure:: svm/images/thumb/plot_svm_regression.png
   :target: ./svm/plot_svm_regression.html

   :ref:`example_svm_plot_svm_regression.py`

.. toctree::
   :hidden:

   svm/plot_svm_regression

.. figure:: svm/images/thumb/plot_weighted_samples.png
   :target: ./svm/plot_weighted_samples.html

   :ref:`example_svm_plot_weighted_samples.py`

.. toctree::
   :hidden:

   svm/plot_weighted_samples


.. raw:: html

    <div style="clear: both"></div>
    


.. _tree_examples:

Decision Trees
--------------

Examples concerning the :mod:`sklearn.tree` package.



.. figure:: tree/images/thumb/plot_iris.png
   :target: ./tree/plot_iris.html

   :ref:`example_tree_plot_iris.py`

.. toctree::
   :hidden:

   tree/plot_iris

.. figure:: tree/images/thumb/plot_tree_regression.png
   :target: ./tree/plot_tree_regression.html

   :ref:`example_tree_plot_tree_regression.py`

.. toctree::
   :hidden:

   tree/plot_tree_regression


.. raw:: html

    <div style="clear: both"></div>
    


Example files for the scikit-learn statistical learning tutorial




.. figure:: tutorial/images/thumb/plot_ML_flow_chart.png
   :target: ./tutorial/plot_ML_flow_chart.html

   :ref:`example_tutorial_plot_ML_flow_chart.py`

.. toctree::
   :hidden:

   tutorial/plot_ML_flow_chart

.. figure:: tutorial/images/thumb/plot_bias_variance_examples.png
   :target: ./tutorial/plot_bias_variance_examples.html

   :ref:`example_tutorial_plot_bias_variance_examples.py`

.. toctree::
   :hidden:

   tutorial/plot_bias_variance_examples

.. figure:: tutorial/images/thumb/plot_cluster_iris.png
   :target: ./tutorial/plot_cluster_iris.html

   :ref:`example_tutorial_plot_cluster_iris.py`

.. toctree::
   :hidden:

   tutorial/plot_cluster_iris

.. figure:: tutorial/images/thumb/plot_cv_diabetes.png
   :target: ./tutorial/plot_cv_diabetes.html

   :ref:`example_tutorial_plot_cv_diabetes.py`

.. toctree::
   :hidden:

   tutorial/plot_cv_diabetes

.. figure:: tutorial/images/thumb/plot_cv_digits.png
   :target: ./tutorial/plot_cv_digits.html

   :ref:`example_tutorial_plot_cv_digits.py`

.. toctree::
   :hidden:

   tutorial/plot_cv_digits

.. figure:: tutorial/images/thumb/plot_digits_agglomeration.png
   :target: ./tutorial/plot_digits_agglomeration.html

   :ref:`example_tutorial_plot_digits_agglomeration.py`

.. toctree::
   :hidden:

   tutorial/plot_digits_agglomeration

.. figure:: tutorial/images/thumb/plot_digits_classification_excercice.png
   :target: ./tutorial/plot_digits_classification_excercice.html

   :ref:`example_tutorial_plot_digits_classification_excercice.py`

.. toctree::
   :hidden:

   tutorial/plot_digits_classification_excercice

.. figure:: tutorial/images/thumb/plot_digits_first_image.png
   :target: ./tutorial/plot_digits_first_image.html

   :ref:`example_tutorial_plot_digits_first_image.py`

.. toctree::
   :hidden:

   tutorial/plot_digits_first_image

.. figure:: tutorial/images/thumb/plot_digits_last_image.png
   :target: ./tutorial/plot_digits_last_image.html

   :ref:`example_tutorial_plot_digits_last_image.py`

.. toctree::
   :hidden:

   tutorial/plot_digits_last_image

.. figure:: tutorial/images/thumb/plot_digits_pipe.png
   :target: ./tutorial/plot_digits_pipe.html

   :ref:`example_tutorial_plot_digits_pipe.py`

.. toctree::
   :hidden:

   tutorial/plot_digits_pipe

.. figure:: tutorial/images/thumb/plot_face_recognition.png
   :target: ./tutorial/plot_face_recognition.html

   :ref:`example_tutorial_plot_face_recognition.py`

.. toctree::
   :hidden:

   tutorial/plot_face_recognition

.. figure:: tutorial/images/thumb/plot_gui_example.png
   :target: ./tutorial/plot_gui_example.html

   :ref:`example_tutorial_plot_gui_example.py`

.. toctree::
   :hidden:

   tutorial/plot_gui_example

.. figure:: tutorial/images/thumb/plot_iris_classifiers.png
   :target: ./tutorial/plot_iris_classifiers.html

   :ref:`example_tutorial_plot_iris_classifiers.py`

.. toctree::
   :hidden:

   tutorial/plot_iris_classifiers

.. figure:: tutorial/images/thumb/plot_iris_dataset.png
   :target: ./tutorial/plot_iris_dataset.html

   :ref:`example_tutorial_plot_iris_dataset.py`

.. toctree::
   :hidden:

   tutorial/plot_iris_dataset

.. figure:: tutorial/images/thumb/plot_iris_dataset_3class.png
   :target: ./tutorial/plot_iris_dataset_3class.html

   :ref:`example_tutorial_plot_iris_dataset_3class.py`

.. toctree::
   :hidden:

   tutorial/plot_iris_dataset_3class

.. figure:: tutorial/images/thumb/plot_iris_exercice.png
   :target: ./tutorial/plot_iris_exercice.html

   :ref:`example_tutorial_plot_iris_exercice.py`

.. toctree::
   :hidden:

   tutorial/plot_iris_exercice

.. figure:: tutorial/images/thumb/plot_iris_logistic.png
   :target: ./tutorial/plot_iris_logistic.html

   :ref:`example_tutorial_plot_iris_logistic.py`

.. toctree::
   :hidden:

   tutorial/plot_iris_logistic

.. figure:: tutorial/images/thumb/plot_iris_projections.png
   :target: ./tutorial/plot_iris_projections.html

   :ref:`example_tutorial_plot_iris_projections.py`

.. toctree::
   :hidden:

   tutorial/plot_iris_projections

.. figure:: tutorial/images/thumb/plot_knn_iris.png
   :target: ./tutorial/plot_knn_iris.html

   :ref:`example_tutorial_plot_knn_iris.py`

.. toctree::
   :hidden:

   tutorial/plot_knn_iris

.. figure:: tutorial/images/thumb/plot_lena_compress.png
   :target: ./tutorial/plot_lena_compress.html

   :ref:`example_tutorial_plot_lena_compress.py`

.. toctree::
   :hidden:

   tutorial/plot_lena_compress

.. figure:: tutorial/images/thumb/plot_logistic.png
   :target: ./tutorial/plot_logistic.html

   :ref:`example_tutorial_plot_logistic.py`

.. toctree::
   :hidden:

   tutorial/plot_logistic

.. figure:: tutorial/images/thumb/plot_ols.png
   :target: ./tutorial/plot_ols.html

   :ref:`example_tutorial_plot_ols.py`

.. toctree::
   :hidden:

   tutorial/plot_ols

.. figure:: tutorial/images/thumb/plot_ols_3d.png
   :target: ./tutorial/plot_ols_3d.html

   :ref:`example_tutorial_plot_ols_3d.py`

.. toctree::
   :hidden:

   tutorial/plot_ols_3d

.. figure:: tutorial/images/thumb/plot_ols_variance.png
   :target: ./tutorial/plot_ols_variance.html

   :ref:`example_tutorial_plot_ols_variance.py`

.. toctree::
   :hidden:

   tutorial/plot_ols_variance

.. figure:: tutorial/images/thumb/plot_pca_iris.png
   :target: ./tutorial/plot_pca_iris.html

   :ref:`example_tutorial_plot_pca_iris.py`

.. toctree::
   :hidden:

   tutorial/plot_pca_iris

.. figure:: tutorial/images/thumb/plot_ridge_variance.png
   :target: ./tutorial/plot_ridge_variance.html

   :ref:`example_tutorial_plot_ridge_variance.py`

.. toctree::
   :hidden:

   tutorial/plot_ridge_variance

.. figure:: tutorial/images/thumb/plot_sdss_filters.png
   :target: ./tutorial/plot_sdss_filters.html

   :ref:`example_tutorial_plot_sdss_filters.py`

.. toctree::
   :hidden:

   tutorial/plot_sdss_filters

.. figure:: tutorial/images/thumb/plot_sdss_photoz.png
   :target: ./tutorial/plot_sdss_photoz.html

   :ref:`example_tutorial_plot_sdss_photoz.py`

.. toctree::
   :hidden:

   tutorial/plot_sdss_photoz

.. figure:: tutorial/images/thumb/plot_sdss_specPCA.png
   :target: ./tutorial/plot_sdss_specPCA.html

   :ref:`example_tutorial_plot_sdss_specPCA.py`

.. toctree::
   :hidden:

   tutorial/plot_sdss_specPCA

.. figure:: tutorial/images/thumb/plot_stock_market.png
   :target: ./tutorial/plot_stock_market.html

   :ref:`example_tutorial_plot_stock_market.py`

.. toctree::
   :hidden:

   tutorial/plot_stock_market

.. figure:: tutorial/images/thumb/plot_svm_iris.png
   :target: ./tutorial/plot_svm_iris.html

   :ref:`example_tutorial_plot_svm_iris.py`

.. toctree::
   :hidden:

   tutorial/plot_svm_iris

.. figure:: tutorial/images/thumb/plot_svm_kernels.png
   :target: ./tutorial/plot_svm_kernels.html

   :ref:`example_tutorial_plot_svm_kernels.py`

.. toctree::
   :hidden:

   tutorial/plot_svm_kernels

.. figure:: tutorial/images/thumb/plot_svm_margin.png
   :target: ./tutorial/plot_svm_margin.html

   :ref:`example_tutorial_plot_svm_margin.py`

.. toctree::
   :hidden:

   tutorial/plot_svm_margin

.. figure:: tutorial/images/thumb/_plot_pca_3d.png
   :target: ./tutorial/_plot_pca_3d.html

   :ref:`example_tutorial__plot_pca_3d.py`

.. toctree::
   :hidden:

   tutorial/_plot_pca_3d

.. figure:: tutorial/images/thumb/_plot_pca_3d_mayavi.png
   :target: ./tutorial/_plot_pca_3d_mayavi.html

   :ref:`example_tutorial__plot_pca_3d_mayavi.py`

.. toctree::
   :hidden:

   tutorial/_plot_pca_3d_mayavi


.. raw:: html

    <div style="clear: both"></div>