.. DO NOT EDIT.
.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
.. "glr_examples/view/plot_learning_inspections.py"
.. LINE NUMBERS ARE GIVEN BELOW.

.. only:: html

    .. note::
        :class: sphx-glr-download-link-note

        :ref:`Go to the end <sphx_glr_download_glr_examples_view_plot_learning_inspections.py>`
        to download the full example code or to run this example in your browser via Binder

.. rst-class:: sphx-glr-example-title

.. _sphx_glr_glr_examples_view_plot_learning_inspections.py:


=================================================
Plot learning inspections  
=================================================

inspects multiple models from their learning curves. 

.. GENERATED FROM PYTHON SOURCE LINES 8-11

.. code-block:: Python

    # Author: L.Kouadio 
    # Licence: BSD-3-clause
 







.. GENERATED FROM PYTHON SOURCE LINES 12-19

.. code-block:: Python

    from watex.datasets import fetch_data
    from watex.models.premodels import p 
    from watex.view.mlplot import plotLearningInspections 
    # import sparse  matrix from Bagoue dataset 
    X, y = fetch_data ('bagoue prepared') 
    # import the two pretrained models from SVM 
    models = [p.SVM.rbf.best_estimator_ , p.SVM.poly.best_estimator_]
    plotLearningInspections (models , X, y, ylim=(0.7, 1.01) )


.. image-sg:: /glr_examples/view/images/sphx_glr_plot_learning_inspections_001.png
   :alt: SVC, SVC, Scalability of the model, Scalability of the model, Performance of the model, Performance of the model
   :srcset: /glr_examples/view/images/sphx_glr_plot_learning_inspections_001.png
   :class: sphx-glr-single-img


.. rst-class:: sphx-glr-script-out

 .. code-block:: none

    *****************************************************************************
    Convergence scores = 0.8205
    validation scores = 0.6489
    *****************************************************************************





.. rst-class:: sphx-glr-timing

   **Total running time of the script:** (0 minutes 1.797 seconds)


.. _sphx_glr_download_glr_examples_view_plot_learning_inspections.py:

.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-example

    .. container:: binder-badge

      .. image:: images/binder_badge_logo.svg
        :target: https://mybinder.org/v2/gh/watex/watex/0.3.X?urlpath=lab/tree/notebooks/glr_examples/view/plot_learning_inspections.ipynb
        :alt: Launch binder
        :width: 150 px

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

      :download:`Download Jupyter notebook: plot_learning_inspections.ipynb <plot_learning_inspections.ipynb>`

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download Python source code: plot_learning_inspections.py <plot_learning_inspections.py>`


.. only:: html

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

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