:orphan:



.. _sphx_glr_examples_risk_control:

.. _risk_control_examples:

All risk control examples
=========================

Following is a collection of notebooks demonstrating how to use MAPIE for risk control.

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



.. _sphx_glr_examples_risk_control_1-quickstart:

.. _risk_control_examples_1:

1. Quickstart examples
----------------------

The following examples present the main functionalities of MAPIE through basic quickstart risk control problems.


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we explain how to do risk control for binary classification with MAPIE.">

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 .. figure:: /examples_risk_control/1-quickstart/images/thumb/sphx_glr_plot_risk_control_binary_classification_thumb.png
     :alt: Use MAPIE to control the precision of a binary classifier

     :ref:`sphx_glr_examples_risk_control_1-quickstart_plot_risk_control_binary_classification.py`

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    </div>


.. toctree::
   :hidden:

   /examples_risk_control/1-quickstart/plot_risk_control_binary_classification
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    <div class="sphx-glr-clear"></div>



.. _sphx_glr_examples_risk_control_2-advanced-analysis:

.. _risk_control_examples_2:

2. Advanced analysis
--------------------

The following examples use MAPIE for discussing more complex risk control problems.


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Throughout this tutorial, we will answer the following questions:">

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 .. figure:: /examples_risk_control/2-advanced-analysis/images/thumb/sphx_glr_plot_tutorial_risk_control_thumb.png
     :alt: Tutorial for recall and precision control for multi-label classification

     :ref:`sphx_glr_examples_risk_control_2-advanced-analysis_plot_tutorial_risk_control.py`

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    </div>


.. toctree::
   :hidden:

   /examples_risk_control/2-advanced-analysis/plot_tutorial_risk_control
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    <div class="sphx-glr-clear"></div>



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 .. 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: examples_risk_control_python.zip </examples_risk_control/examples_risk_control_python.zip>`



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

    :download:`Download all examples in Jupyter notebooks: examples_risk_control_jupyter.zip </examples_risk_control/examples_risk_control_jupyter.zip>`


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

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