.. _sphx_glr_auto_examples_training_and_testing:

.. _train_test_examples:

Training and Testing
==========================================

These are examples of how to train and validate fusion models with Fusilli.

.. contents:: **Contents**
    :local:
    :depth: 1





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

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    <div class="sphx-glr-thumbcontainer" tooltip="🚀 In this tutorial, we&#x27;ll explore binary classification using K-fold cross validation.  We&#x27;ll show you how to train a fusion model using K-Fold cross-validation with multimodal tabular data.  Specifically, we&#x27;re using the TabularCrossmodalMultiheadAttention model.">

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  .. image:: /auto_examples/training_and_testing/images/thumb/sphx_glr_plot_one_model_binary_kfold_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_training_and_testing_plot_one_model_binary_kfold.py`

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      <div class="sphx-glr-thumbnail-title">K-Fold Cross-Validation: Binary Classification</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="🚀 In this tutorial, we&#x27;ll explore regression using a train/test split. Specifically, we&#x27;re using the TabularCrossmodalMultiheadAttention model.">

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  .. image:: /auto_examples/training_and_testing/images/thumb/sphx_glr_plot_one_model_regression_traintest_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_training_and_testing_plot_one_model_regression_traintest.py`

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      <div class="sphx-glr-thumbnail-title">Train/Test split: Regression</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Let&#x27;s learn how to use external test data with Fusilli! Some guidance can also be found in the Data Loading &lt;data-loading&gt; section of the documentation.">

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  .. image:: /auto_examples/training_and_testing/images/thumb/sphx_glr_plot_using_external_data_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_training_and_testing_plot_using_external_data.py`

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      <div class="sphx-glr-thumbnail-title">Using External Test Data</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_examples/training_and_testing/plot_one_model_binary_kfold
   /auto_examples/training_and_testing/plot_one_model_regression_traintest
   /auto_examples/training_and_testing/plot_using_external_data