.. _sphx_glr_glr_examples_base:


.. _base_examples:


Base assessors & estimators 
--------------------------------

Examples concerning the :mod:`watex.base` module.


.. raw:: html

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

.. thumbnail-parent-div-open

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    <div class="sphx-glr-thumbcontainer" tooltip="visualizes the Adaline estimator in action for  improving the gradient descent through  features scaling using the test data ">

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  .. image:: /glr_examples/base/images/thumb/sphx_glr_plot_ada_gd_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_base_plot_ada_gd.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot Linear Adaptative Neuron Classifier (Adaline)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="shows the SBS in action with the classification  accuracy of the KNeighbors Classifier that was  calculated on the validation dataset. ">

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  .. image:: /glr_examples/base/images/thumb/sphx_glr_plot_sbs_feature_selector_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_base_plot_sbs_feature_selector.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot Sequential Backward Selection  (SBS)</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="visualizes the mini-batch by applying batch gradient descent to a  smaller subset of test data.">

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  .. image:: /glr_examples/base/images/thumb/sphx_glr_plot_ada_stochastic_gd_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_base_plot_ada_stochastic_gd.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot Stochastic Linear Adaptative Neuron Classifier</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="plots the missing features and extracts insight with their correlation">

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  .. image:: /glr_examples/base/images/thumb/sphx_glr_plot_missing_thumb.png
    :alt:

  :ref:`sphx_glr_glr_examples_base_plot_missing.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Plot data with missing features</div>
    </div>


.. thumbnail-parent-div-close

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    </div>


.. toctree::
   :hidden:

   /glr_examples/base/plot_ada_gd
   /glr_examples/base/plot_sbs_feature_selector
   /glr_examples/base/plot_ada_stochastic_gd
   /glr_examples/base/plot_missing