:orphan:

.. _examples_gallery:

Examples
========

Runnable scripts covering the common tasks: training a single model, putting one
in a pipeline, comparing several against scikit-learn's own estimators, and
plotting a decision boundary. Each is a standalone file under ``examples/`` in
the repository.


.. raw:: html

  <div id='sg-tag-list' class='sphx-glr-tag-list'></div>


.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Minimal end-to-end example: train a Soft Decision Tree on Iris.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_01_iris_classification_thumb.png
    :alt:

  :doc:`/auto_examples/01_iris_classification`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Training a soft decision tree</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Use SoftDecisionTree inside a scikit-learn Pipeline with StandardScaler, and report 5-fold cross-validated accuracy on the Wine dataset.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_02_pipeline_with_scaler_thumb.png
    :alt:

  :doc:`/auto_examples/02_pipeline_with_scaler`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Inside a scikit-learn pipeline</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Compare a Soft Decision Tree against CART with Alpaydin&#x27;s combined 5x2cv F test.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_03_classifier_comparison_thumb.png
    :alt:

  :doc:`/auto_examples/03_classifier_comparison`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Is the difference significant?</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Plot the decision boundary a Soft Decision Tree learns on make_moons.">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_04_decision_boundary_thumb.png
    :alt:

  :doc:`/auto_examples/04_decision_boundary`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plotting the decision boundary</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/01_iris_classification
   /auto_examples/02_pipeline_with_scaler
   /auto_examples/03_classifier_comparison
   /auto_examples/04_decision_boundary



.. only:: html

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

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