:orphan:

.. _general_examples:

Examples Gallery
================

.. contents:: Contents
   :local:
   :depth: 3



.. raw:: html

    <div class="sphx-glr-thumbnails">


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The example runs the LassoCV scikit-learn like estimator using the Celer algorithm.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_lasso_cv_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_lasso_cv.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Run LassoCV for cross-validation on the Leukemia dataset</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The example runs the Celer algorithm for the Lasso on the Leukemia dataset which is a dense dat...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_leukemia_path_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_leukemia_path.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Lasso path computation on Leukemia dataset</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Compare LogisticRegression solver with sklearn&#x27;s liblinear backend">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_logreg_timings_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_logreg_timings.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Compare LogisticRegression solver with sklearn's liblinear backend</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The example runs the MultitaskLassoCV scikit-learn like estimator.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_multitask_lasso_cv_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_multitask_lasso_cv.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Run MultitaskLassoCV and compare performance with scikit-learn</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The example runs the GroupLasso scikit-learn like estimators.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_group_lasso_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_group_lasso.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Run GroupLasso and GroupLasso CV for structured sparse recovery</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="The example runs the Celer algorithm on the Finance dataset which is a large sparse dataset.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_finance_path_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_finance_path.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Lasso path computation on Finance/log1p dataset</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_lasso_cv
   /auto_examples/plot_leukemia_path
   /auto_examples/plot_logreg_timings
   /auto_examples/plot_multitask_lasso_cv
   /auto_examples/plot_group_lasso
   /auto_examples/plot_finance_path


.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_