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Basic Examples
==============



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


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will parallelize outer cross-validation and/or inner cross-validation for hy...">

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  .. image:: /auto_examples/basic/images/thumb/sphx_glr_run_n_jobs_thumb.png
    :alt: Parallelize Julearn

  :ref:`sphx_glr_auto_examples_basic_run_n_jobs.py`

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      <div class="sphx-glr-thumbnail-title">Parallelize Julearn</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the &#x27;iris&#x27; dataset and performs a simple binary classification using a Suppor...">

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  .. image:: /auto_examples/basic/images/thumb/sphx_glr_run_simple_binary_classification_thumb.png
    :alt: Simple Binary Classification

  :ref:`sphx_glr_auto_examples_basic_run_simple_binary_classification.py`

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      <div class="sphx-glr-thumbnail-title">Simple Binary Classification</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the &#x27;iris&#x27; dataset, performs simple binary classification using a Random Fore...">

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  .. image:: /auto_examples/basic/images/thumb/sphx_glr_plot_inspect_random_forest_thumb.png
    :alt: Inspecting Random Forest models

  :ref:`sphx_glr_auto_examples_basic_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 &#x27;iris&#x27; dataset and performs multiclass classification using a Support Vec...">

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  .. image:: /auto_examples/basic/images/thumb/sphx_glr_plot_cm_acc_multiclass_thumb.png
    :alt: Multiclass Classification

  :ref:`sphx_glr_auto_examples_basic_plot_cm_acc_multiclass.py`

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      <div class="sphx-glr-thumbnail-title">Multiclass Classification</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the &#x27;fmri&#x27; dataset, performs simple binary classification using a Support Vec...">

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  .. image:: /auto_examples/basic/images/thumb/sphx_glr_plot_groupcv_inspect_svm_thumb.png
    :alt: Inspecting SVM models

  :ref:`sphx_glr_auto_examples_basic_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 &#x27;diabetes&#x27; data from sklearn datasets to perform stratified Kfold CV for ...">

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  .. image:: /auto_examples/basic/images/thumb/sphx_glr_plot_stratified_kfold_reg_thumb.png
    :alt: Stratified K-fold CV for regression analysis

  :ref:`sphx_glr_auto_examples_basic_plot_stratified_kfold_reg.py`

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      <div class="sphx-glr-thumbnail-title">Stratified K-fold CV for regression analysis</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the &#x27;iris&#x27; dataset, performs simple binary classification after the pre-proce...">

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  .. image:: /auto_examples/basic/images/thumb/sphx_glr_plot_transform_until_thumb.png
    :alt: Preprocessing with variance threshold, zscore and PCA

  :ref:`sphx_glr_auto_examples_basic_plot_transform_until.py`

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


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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the &#x27;diabetes&#x27; data from sklearn datasets and performs a regression analysis ...">

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  .. image:: /auto_examples/basic/images/thumb/sphx_glr_plot_example_regression_thumb.png
    :alt: Regression Analysis

  :ref:`sphx_glr_auto_examples_basic_plot_example_regression.py`

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      <div class="sphx-glr-thumbnail-title">Regression Analysis</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the &#x27;iris&#x27; dataset, performs simple binary classification with and without co...">

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  .. image:: /auto_examples/basic/images/thumb/sphx_glr_plot_confound_removal_classification_thumb.png
    :alt: Confound Removal (model comparison)

  :ref:`sphx_glr_auto_examples_basic_plot_confound_removal_classification.py`

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      <div class="sphx-glr-thumbnail-title">Confound Removal (model comparison)</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_examples/basic/run_n_jobs
   /auto_examples/basic/run_simple_binary_classification
   /auto_examples/basic/plot_inspect_random_forest
   /auto_examples/basic/plot_cm_acc_multiclass
   /auto_examples/basic/plot_groupcv_inspect_svm
   /auto_examples/basic/plot_stratified_kfold_reg
   /auto_examples/basic/plot_transform_until
   /auto_examples/basic/plot_example_regression
   /auto_examples/basic/plot_confound_removal_classification


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  .. container:: sphx-glr-footer sphx-glr-footer-gallery

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

      :download:`Download all examples in Python source code: basic_python.zip </auto_examples/basic/basic_python.zip>`

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

      :download:`Download all examples in Jupyter notebooks: basic_jupyter.zip </auto_examples/basic/basic_jupyter.zip>`


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

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