:orphan:



.. _sphx_glr_auto_examples:

.. _general_examples:

Examples
=========

The examples use data from standard machine learning libraries to demonstrate
how `forestci` can be used to calculate error bars on
:class:`RandomForestRegressor` and :class:`RandomForestClassifier` objects. The
regression example uses a data-set from the `UC Irvine Machine Learning Repository <https://archive.ics.uci.edu/ml/datasets/Auto+MPG>`_ with features of
different cars and their MPG. The classification example generates synthetic
data to simulate a task like that of a spam filter: classifying items into one
of two categories (e.g., spam/non-spam) based on a number of features.



.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates using forestci to calculate the error bars of the predictions of a sk...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_plot_mpg_thumb.png
     :alt: Plotting Regression Forest Error Bars

     :ref:`sphx_glr_auto_examples_plot_mpg.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_mpg

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates using forestci to calculate the error bars of the predictions of a sk...">

.. only:: html

 .. figure:: /auto_examples/images/thumb/sphx_glr_plot_mpg_svr_thumb.png
     :alt: Plotting Bagging Regression Error Bars

     :ref:`sphx_glr_auto_examples_plot_mpg_svr.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_mpg_svr

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example demonstrates the calculation of confidence intervals for sklearn.ensemble.RandomFo...">

.. only:: html

 .. figure:: /auto_examples/images/thumb/sphx_glr_plot_spam_thumb.png
     :alt: Plotting Classification Forest Error Bars

     :ref:`sphx_glr_auto_examples_plot_spam.py`

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_spam
.. raw:: html

    <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: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`



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

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


.. only:: html

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

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