:orphan:



.. _sphx_glr_auto_examples_advanced:

Advanced Examples
=================



.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the &#x27;fmri&#x27; dataset to transform and combine data in order to prepare it to bs...">

.. only:: html

 .. figure:: /auto_examples/advanced/images/thumb/sphx_glr_run_combine_pandas_thumb.png
     :alt: Working with pandas

     :ref:`sphx_glr_auto_examples_advanced_run_combine_pandas.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/advanced/run_combine_pandas

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the &#x27;diabetes&#x27; data from sklearn datasets and performs a regression analysis ...">

.. only:: html

 .. figure:: /auto_examples/advanced/images/thumb/sphx_glr_run_custom_scorers_regression_thumb.png
     :alt: Custom Scoring Function for Regression

     :ref:`sphx_glr_auto_examples_advanced_run_custom_scorers_regression.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/advanced/run_custom_scorers_regression

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the &#x27;fmri&#x27; dataset, performs simple binary classification using a Support Vec...">

.. only:: html

 .. figure:: /auto_examples/advanced/images/thumb/sphx_glr_run_hyperparameter_tuning_thumb.png
     :alt: Tuning Hyperparameters

     :ref:`sphx_glr_auto_examples_advanced_run_hyperparameter_tuning.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/advanced/run_hyperparameter_tuning

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In most cases confound removal is a simple operation. You regress out the confound from the fea...">

.. only:: html

 .. figure:: /auto_examples/advanced/images/thumb/sphx_glr_run_return_confounds_thumb.png
     :alt: Return Confounds in Confound Removal

     :ref:`sphx_glr_auto_examples_advanced_run_return_confounds.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/advanced/run_return_confounds
.. raw:: html

    <div class="sphx-glr-clear"></div>



.. only :: html

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


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

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



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

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


.. only:: html

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

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