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



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    <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...">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_run_combine_pandas_thumb.png
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  :ref:`sphx_glr_auto_examples_advanced_run_combine_pandas.py`

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

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_run_custom_scorers_regression_thumb.png
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  :ref:`sphx_glr_auto_examples_advanced_run_custom_scorers_regression.py`

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      <div class="sphx-glr-thumbnail-title">Custom Scoring Function for Regression</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the &#x27;fmri&#x27; dataset, performs simple binary classification using a Support Vec...">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_run_hyperparameter_tuning_thumb.png
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  :ref:`sphx_glr_auto_examples_advanced_run_hyperparameter_tuning.py`

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

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_run_return_confounds_thumb.png
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  :ref:`sphx_glr_auto_examples_advanced_run_return_confounds.py`

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      <div class="sphx-glr-thumbnail-title">Return Confounds in Confound Removal</div>
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.. toctree::
   :hidden:

   /auto_examples/advanced/run_combine_pandas
   /auto_examples/advanced/run_custom_scorers_regression
   /auto_examples/advanced/run_hyperparameter_tuning
   /auto_examples/advanced/run_return_confounds


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    .. 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>`


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