.. _sphx_glr_auto_examples_further_examples:

Further applications
--------------------
This gallery contains examples that illustrate further applications of MRCpy library and its features.



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


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    <div class="sphx-glr-thumbcontainer" tooltip="We are using ResNet18 pretrained model implementation in Pytorch library. Resnet models were pr...">

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  .. image:: /auto_examples/further_examples/images/thumb/sphx_glr_feature_extraction_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_further_examples_feature_extraction.py`

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      <div class="sphx-glr-thumbnail-title">MRCs with Deep Neural Networks: Part I</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="We will use image features correponding to a set of training images to train an MRC model to th...">

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  .. image:: /auto_examples/further_examples/images/thumb/sphx_glr_plot_1_image_classification_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_further_examples_plot_1_image_classification.py`

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      <div class="sphx-glr-thumbnail-title">MRCs with Deep Neural Networks: Part II</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Example of how to use the Upper Bounds provided by the MRC method in the MRCpy library for hype...">

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  .. image:: /auto_examples/further_examples/images/thumb/sphx_glr_plot_2_grid_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_further_examples_plot_2_grid.py`

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      <div class="sphx-glr-thumbnail-title">Hyperparameter Tuning: Upper Bound vs Cross-Validation</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="We will see that the performance of the MRC methods with the appropiate settings is similar to ...">

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  .. image:: /auto_examples/further_examples/images/thumb/sphx_glr_plot_3_comparison_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_further_examples_plot_3_comparison.py`

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      <div class="sphx-glr-thumbnail-title">Example: Comparison to other methods</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="This example is an extension to ex2 where we will prove how the upper and lower bound of the lo...">

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  .. image:: /auto_examples/further_examples/images/thumb/sphx_glr_plot_4_upperLower_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_further_examples_plot_4_upperLower.py`

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      <div class="sphx-glr-thumbnail-title">Example: Use of Upper and Lower bound as error estimation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="In this example we will use MRCpy.MRC and MRCpy.CMRC to predict the outcome of a COVID-19 posit...">

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  .. image:: /auto_examples/further_examples/images/thumb/sphx_glr_z_COVID_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_further_examples_z_COVID.py`

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      <div class="sphx-glr-thumbnail-title">Example: Predicting COVID-19 patients outcome using MRCs</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_examples/further_examples/feature_extraction
   /auto_examples/further_examples/plot_1_image_classification
   /auto_examples/further_examples/plot_2_grid
   /auto_examples/further_examples/plot_3_comparison
   /auto_examples/further_examples/plot_4_upperLower
   /auto_examples/further_examples/z_COVID