:orphan:

Inspection
==========

Examples that demonstrate how to inspect the models.



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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the iris dataset and performs a simple binary classification using a Support Vector Machine classifier.">

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  .. image:: /auto_examples/02_inspection/images/thumb/sphx_glr_run_binary_inspect_folds_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_02_inspection_run_binary_inspect_folds.py`

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      <div class="sphx-glr-thumbnail-title">Inspecting the fold-wise predictions</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the iris dataset, performs simple binary classification using a Random Forest classifier and analyse the model.">

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  .. image:: /auto_examples/02_inspection/images/thumb/sphx_glr_plot_inspect_random_forest_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_02_inspection_plot_inspect_random_forest.py`

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      <div class="sphx-glr-thumbnail-title">Inspecting Random Forest models</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the fmri dataset, performs simple binary classification using a Support Vector Machine classifier and analyse the model.">

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  .. image:: /auto_examples/02_inspection/images/thumb/sphx_glr_plot_groupcv_inspect_svm_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_02_inspection_plot_groupcv_inspect_svm.py`

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      <div class="sphx-glr-thumbnail-title">Inspecting SVM models</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the make_regression function to create a simple dataset, performs a simple regression after the preprocessing of the features including removal of low variance features, feature normalization for only two features using zscore and feature reduction using PCA. We will check the features after each preprocessing step.">

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  .. image:: /auto_examples/02_inspection/images/thumb/sphx_glr_plot_preprocess_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_02_inspection_plot_preprocess.py`

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      <div class="sphx-glr-thumbnail-title">Preprocessing with variance threshold, zscore and PCA</div>
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    </div>


.. toctree::
   :hidden:

   /auto_examples/02_inspection/run_binary_inspect_folds
   /auto_examples/02_inspection/plot_inspect_random_forest
   /auto_examples/02_inspection/plot_groupcv_inspect_svm
   /auto_examples/02_inspection/plot_preprocess



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

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