:orphan:

Starting with ``julearn``
=========================

Examples showing how to use basic ``julearn`` functionality.



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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the fmri dataset to transform and combine data in order to prepare it to be used by julearn.">

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  .. image:: /auto_examples/00_starting/images/thumb/sphx_glr_run_combine_pandas_thumb.png
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  :ref:`sphx_glr_auto_examples_00_starting_run_combine_pandas.py`

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      <div class="sphx-glr-thumbnail-title">Working with pandas</div>
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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/00_starting/images/thumb/sphx_glr_run_simple_binary_classification_thumb.png
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  :ref:`sphx_glr_auto_examples_00_starting_run_simple_binary_classification.py`

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      <div class="sphx-glr-thumbnail-title">Simple Binary Classification</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the fMRI dataset and performs GroupKFold Cross-Validation for classification using Random Forest Classifier.">

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  .. image:: /auto_examples/00_starting/images/thumb/sphx_glr_run_grouped_cv_thumb.png
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  :ref:`sphx_glr_auto_examples_00_starting_run_grouped_cv.py`

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      <div class="sphx-glr-thumbnail-title">Grouped CV</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the iris dataset and performs multiclass classification using a Support Vector Machine classifier and plots heatmaps for cross-validation accuracies and plots confusion matrix for the test data.">

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  .. image:: /auto_examples/00_starting/images/thumb/sphx_glr_plot_cm_acc_multiclass_thumb.png
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  :ref:`sphx_glr_auto_examples_00_starting_plot_cm_acc_multiclass.py`

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      <div class="sphx-glr-thumbnail-title">Multiclass Classification</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the diabetes data from sklearn datasets to perform stratified Kfold CV for a regression problem,">

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  .. image:: /auto_examples/00_starting/images/thumb/sphx_glr_plot_stratified_kfold_reg_thumb.png
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  :ref:`sphx_glr_auto_examples_00_starting_plot_stratified_kfold_reg.py`

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      <div class="sphx-glr-thumbnail-title">Stratified K-fold CV for regression analysis</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This example uses the diabetes data from sklearn datasets and performs a regression analysis using a Ridge Regression model.">

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  .. image:: /auto_examples/00_starting/images/thumb/sphx_glr_plot_example_regression_thumb.png
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  :ref:`sphx_glr_auto_examples_00_starting_plot_example_regression.py`

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      <div class="sphx-glr-thumbnail-title">Regression Analysis</div>
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.. toctree::
   :hidden:

   /auto_examples/00_starting/run_combine_pandas
   /auto_examples/00_starting/run_simple_binary_classification
   /auto_examples/00_starting/run_grouped_cv
   /auto_examples/00_starting/plot_cm_acc_multiclass
   /auto_examples/00_starting/plot_stratified_kfold_reg
   /auto_examples/00_starting/plot_example_regression



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