.. _sphx_glr_auto_examples_calibration:

.. _calibration_examples:

Calibration
-----------------------

Examples illustrating the calibration of predicted probabilities of classifiers.



.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Well calibrated classifiers are probabilistic classifiers for which the output of predict_proba...">

.. only:: html

  .. image:: /auto_examples/calibration/images/thumb/sphx_glr_plot_compare_calibration_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_calibration_plot_compare_calibration.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Comparison of Calibration of Classifiers</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="When performing classification one often wants to predict not only the class label, but also th...">

.. only:: html

  .. image:: /auto_examples/calibration/images/thumb/sphx_glr_plot_calibration_curve_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_calibration_plot_calibration_curve.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Probability Calibration curves</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example illustrates how sigmoid calibration changes predicted probabilities for a 3-class ...">

.. only:: html

  .. image:: /auto_examples/calibration/images/thumb/sphx_glr_plot_calibration_multiclass_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_calibration_plot_calibration_multiclass.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Probability Calibration for 3-class classification</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="When performing classification you often want to predict not only the class label, but also the...">

.. only:: html

  .. image:: /auto_examples/calibration/images/thumb/sphx_glr_plot_calibration_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_calibration_plot_calibration.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Probability calibration of classifiers</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/calibration/plot_compare_calibration
   /auto_examples/calibration/plot_calibration_curve
   /auto_examples/calibration/plot_calibration_multiclass
   /auto_examples/calibration/plot_calibration