
:orphan:

.. _sphx_glr_auto_examples_linear_model_sg_execution_times:

Computation times
=================
**00:26.412** total execution time for **auto_examples_linear_model** files:

+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_comparison.py` (``plot_sgd_comparison.py``)                                                   | 00:15.764 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_robust_fit.py` (``plot_robust_fit.py``)                                                           | 00:02.069 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_dense_vs_sparse_data.py` (``plot_lasso_dense_vs_sparse_data.py``)                           | 00:02.069 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_model_selection.py` (``plot_lasso_model_selection.py``)                                     | 00:00.934 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_theilsen.py` (``plot_theilsen.py``)                                                               | 00:00.640 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_logistic_l1_l2_sparsity.py` (``plot_logistic_l1_l2_sparsity.py``)                                 | 00:00.595 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_bayesian_ridge.py` (``plot_bayesian_ridge.py``)                                                   | 00:00.437 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_ard.py` (``plot_ard.py``)                                                                         | 00:00.434 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_ridge_coeffs.py` (``plot_ridge_coeffs.py``)                                                       | 00:00.315 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_coordinate_descent_path.py` (``plot_lasso_coordinate_descent_path.py``)                     | 00:00.294 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_logistic_multinomial.py` (``plot_logistic_multinomial.py``)                                       | 00:00.253 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_multi_task_lasso_support.py` (``plot_multi_task_lasso_support.py``)                               | 00:00.239 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_penalties.py` (``plot_sgd_penalties.py``)                                                     | 00:00.223 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_bayesian_ridge_curvefit.py` (``plot_bayesian_ridge_curvefit.py``)                                 | 00:00.220 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_omp.py` (``plot_omp.py``)                                                                         | 00:00.195 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_ols_ridge_variance.py` (``plot_ols_ridge_variance.py``)                                           | 00:00.195 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_ols_3d.py` (``plot_ols_3d.py``)                                                                   | 00:00.185 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_ridge_path.py` (``plot_ridge_path.py``)                                                           | 00:00.144 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_iris.py` (``plot_sgd_iris.py``)                                                               | 00:00.124 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_logistic_path.py` (``plot_logistic_path.py``)                                                     | 00:00.120 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_loss_functions.py` (``plot_sgd_loss_functions.py``)                                           | 00:00.108 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_huber_vs_ridge.py` (``plot_huber_vs_ridge.py``)                                                   | 00:00.104 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_and_elasticnet.py` (``plot_lasso_and_elasticnet.py``)                                       | 00:00.099 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_ransac.py` (``plot_ransac.py``)                                                                   | 00:00.099 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_polynomial_interpolation.py` (``plot_polynomial_interpolation.py``)                               | 00:00.089 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_lars.py` (``plot_lasso_lars.py``)                                                           | 00:00.087 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_logistic.py` (``plot_logistic.py``)                                                               | 00:00.082 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_separating_hyperplane.py` (``plot_sgd_separating_hyperplane.py``)                             | 00:00.075 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_iris_logistic.py` (``plot_iris_logistic.py``)                                                     | 00:00.071 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_weighted_samples.py` (``plot_sgd_weighted_samples.py``)                                       | 00:00.070 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_ols.py` (``plot_ols.py``)                                                                         | 00:00.050 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_tweedie_regression_insurance_claims.py` (``plot_tweedie_regression_insurance_claims.py``)         | 00:00.008 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_early_stopping.py` (``plot_sgd_early_stopping.py``)                                           | 00:00.006 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_sparse_logistic_regression_20newsgroups.py` (``plot_sparse_logistic_regression_20newsgroups.py``) | 00:00.005 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_sparse_logistic_regression_mnist.py` (``plot_sparse_logistic_regression_mnist.py``)               | 00:00.005 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
| :ref:`sphx_glr_auto_examples_linear_model_plot_poisson_regression_non_normal_loss.py` (``plot_poisson_regression_non_normal_loss.py``)           | 00:00.004 | 0.0 MB |
+--------------------------------------------------------------------------------------------------------------------------------------------------+-----------+--------+
