
:orphan:

.. _sphx_glr_auto_examples_linear_model_sg_execution_times:

Computation times
=================
**00:21.032** total execution time for **auto_examples_linear_model** files:

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| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_comparison.py` (``plot_sgd_comparison.py``)                                                                                       | 00:08.147 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_dense_vs_sparse_data.py` (``plot_lasso_dense_vs_sparse_data.py``)                                                               | 00:02.083 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_robust_fit.py` (``plot_robust_fit.py``)                                                                                               | 00:01.924 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.py` (``plot_elastic_net_precomputed_gram_matrix_with_weighted_samples.py``) | 00:01.466 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_quantile_regression.py` (``plot_quantile_regression.py``)                                                                             | 00:01.114 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_model_selection.py` (``plot_lasso_model_selection.py``)                                                                         | 00:00.798 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_ard.py` (``plot_ard.py``)                                                                                                             | 00:00.626 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_theilsen.py` (``plot_theilsen.py``)                                                                                                   | 00:00.595 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_logistic_l1_l2_sparsity.py` (``plot_logistic_l1_l2_sparsity.py``)                                                                     | 00:00.534 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_polynomial_interpolation.py` (``plot_polynomial_interpolation.py``)                                                                   | 00:00.388 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_sgdocsvm_vs_ocsvm.py` (``plot_sgdocsvm_vs_ocsvm.py``)                                                                                 | 00:00.316 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_ridge_coeffs.py` (``plot_ridge_coeffs.py``)                                                                                           | 00:00.279 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_coordinate_descent_path.py` (``plot_lasso_coordinate_descent_path.py``)                                                         | 00:00.254 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_multi_task_lasso_support.py` (``plot_multi_task_lasso_support.py``)                                                                   | 00:00.206 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_penalties.py` (``plot_sgd_penalties.py``)                                                                                         | 00:00.203 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_bayesian_ridge_curvefit.py` (``plot_bayesian_ridge_curvefit.py``)                                                                     | 00:00.186 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_omp.py` (``plot_omp.py``)                                                                                                             | 00:00.181 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_logistic_multinomial.py` (``plot_logistic_multinomial.py``)                                                                           | 00:00.170 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_ols_ridge_variance.py` (``plot_ols_ridge_variance.py``)                                                                               | 00:00.159 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_ols_3d.py` (``plot_ols_3d.py``)                                                                                                       | 00:00.157 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_ridge_path.py` (``plot_ridge_path.py``)                                                                                               | 00:00.127 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_logistic_path.py` (``plot_logistic_path.py``)                                                                                         | 00:00.106 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_iris.py` (``plot_sgd_iris.py``)                                                                                                   | 00:00.102 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_huber_vs_ridge.py` (``plot_huber_vs_ridge.py``)                                                                                       | 00:00.094 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_lars_ic.py` (``plot_lasso_lars_ic.py``)                                                                                         | 00:00.093 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_loss_functions.py` (``plot_sgd_loss_functions.py``)                                                                               | 00:00.090 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_and_elasticnet.py` (``plot_lasso_and_elasticnet.py``)                                                                           | 00:00.088 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_ransac.py` (``plot_ransac.py``)                                                                                                       | 00:00.086 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_lasso_lars.py` (``plot_lasso_lars.py``)                                                                                               | 00:00.077 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_logistic.py` (``plot_logistic.py``)                                                                                                   | 00:00.072 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_weighted_samples.py` (``plot_sgd_weighted_samples.py``)                                                                           | 00:00.071 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_separating_hyperplane.py` (``plot_sgd_separating_hyperplane.py``)                                                                 | 00:00.066 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_nnls.py` (``plot_nnls.py``)                                                                                                           | 00:00.062 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_iris_logistic.py` (``plot_iris_logistic.py``)                                                                                         | 00:00.049 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_ols.py` (``plot_ols.py``)                                                                                                             | 00:00.045 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_tweedie_regression_insurance_claims.py` (``plot_tweedie_regression_insurance_claims.py``)                                             | 00:00.005 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_sparse_logistic_regression_20newsgroups.py` (``plot_sparse_logistic_regression_20newsgroups.py``)                                     | 00:00.004 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_sgd_early_stopping.py` (``plot_sgd_early_stopping.py``)                                                                               | 00:00.004 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_sparse_logistic_regression_mnist.py` (``plot_sparse_logistic_regression_mnist.py``)                                                   | 00:00.003 | 0.0 MB |
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| :ref:`sphx_glr_auto_examples_linear_model_plot_poisson_regression_non_normal_loss.py` (``plot_poisson_regression_non_normal_loss.py``)                                               | 00:00.002 | 0.0 MB |
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