

.. _sphx_glr_auto_examples_classification:

.. _classification_examples:

Classification
-----------------------

General examples about classification algorithms.



.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="A comparison of several classifiers in scikit-learn on synthetic datasets. The point of this ex...">

.. only:: html

  .. image:: /auto_examples/classification/images/thumb/sphx_glr_plot_classifier_comparison_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_classification_plot_classifier_comparison.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Classifier comparison</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example plots the covariance ellipsoids of each class and decision boundary learned by LDA...">

.. only:: html

  .. image:: /auto_examples/classification/images/thumb/sphx_glr_plot_lda_qda_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_classification_plot_lda_qda.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Linear and Quadratic Discriminant Analysis with covariance ellipsoid</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example illustrates how the Ledoit-Wolf and Oracle Shrinkage Approximating (OAS) estimator...">

.. only:: html

  .. image:: /auto_examples/classification/images/thumb/sphx_glr_plot_lda_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_classification_plot_lda.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Normal, Ledoit-Wolf and OAS Linear Discriminant Analysis for classification</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Plot the classification probability for different classifiers. We use a 3 class dataset, and we...">

.. only:: html

  .. image:: /auto_examples/classification/images/thumb/sphx_glr_plot_classification_probability_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_classification_plot_classification_probability.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot classification probability</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how scikit-learn can be used to recognize images of hand-written digits, fro...">

.. only:: html

  .. image:: /auto_examples/classification/images/thumb/sphx_glr_plot_digits_classification_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_classification_plot_digits_classification.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Recognizing hand-written digits</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/classification/plot_classifier_comparison
   /auto_examples/classification/plot_lda_qda
   /auto_examples/classification/plot_lda
   /auto_examples/classification/plot_classification_probability
   /auto_examples/classification/plot_digits_classification

