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.. _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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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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  :ref:`sphx_glr_examples_risk_control_1-quickstart_plot_risk_control_binary_classification.py`

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      <div class="sphx-glr-thumbnail-title">Use MAPIE to control the precision of a binary classifier</div>
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2. Advanced analysis
--------------------

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


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    <div class="sphx-glr-thumbcontainer" tooltip="AI is a powerful tool for email sorting (for example between spam and urgent emails). However, because algorithms are not perfect, manual verification is sometimes required. Thus one would like to be able to control the amount of emails sent to human validation. One way to do so is to define a multi-parameter prediction function based on a classifier&#x27;s predicted scores. This would allow defining a rule for email checking, which could be adapted by varying the prediction parameters.">

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  .. image:: /examples_risk_control/2-advanced-analysis/images/thumb/sphx_glr_plot_risk_control_multi_parameter_binary_classification_thumb.png
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  :ref:`sphx_glr_examples_risk_control_2-advanced-analysis_plot_risk_control_multi_parameter_binary_classification.py`

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      <div class="sphx-glr-thumbnail-title">Use MAPIE to control risk of a binary classifier with multiple prediction parameters</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Throughout this tutorial, we will answer the following questions:">

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

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      <div class="sphx-glr-thumbnail-title">Tutorial for recall and precision control for multi-label classification</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we explain how to do multi-risk control for binary classification with MAPIE.">

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  .. image:: /examples_risk_control/2-advanced-analysis/images/thumb/sphx_glr_plot_multi_risk_control_binary_classification_thumb.png
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  :ref:`sphx_glr_examples_risk_control_2-advanced-analysis_plot_multi_risk_control_binary_classification.py`

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      <div class="sphx-glr-thumbnail-title">Use MAPIE to control multiple risks of a binary classifier</div>
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.. toctree::
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   /examples_risk_control/1-quickstart/index.rst
   /examples_risk_control/2-advanced-analysis/index.rst


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      :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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