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Gallery of examples
===================

Basic Examples
----------------
This gallery consists of introductory examples and examples demonstrating
specific features of MRCpy library.





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    <div class="sphx-glr-thumbcontainer" tooltip="Example of using MRC with some of the common classification datasets with different losses and ...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_1_example_mrc_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_1_example_mrc.py`

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      <div class="sphx-glr-thumbnail-title">Example: Use of MRC with different settings</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Example of using CMRC with some of the common classification datasets with different losses and...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_2_example_cmrc_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_2_example_cmrc.py`

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      <div class="sphx-glr-thumbnail-title">Example: Use of CMRC with different settings</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="From left to right in the diagram above we can check what happens in every time moment. We have...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_3_example_amrc_thumb.png
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  :ref:`sphx_glr_auto_examples_plot_3_example_amrc.py`

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      <div class="sphx-glr-thumbnail-title">Example: Use of AMRC (Adaptative MRC) for Online Learning</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Example of using DWGCS with the sythetic dataset used on the experiments  of the corresponding ...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_4_example_dwgcs_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_4_example_dwgcs.py`

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      <div class="sphx-glr-thumbnail-title">Example: Use of DWGCS (Double-Weighting General Covariate Shift) for Covariate Shift Adaptation</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_1_example_mrc
   /auto_examples/plot_2_example_cmrc
   /auto_examples/plot_3_example_amrc
   /auto_examples/plot_4_example_dwgcs

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



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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
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  :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>
    </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
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  :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::
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   :includehidden:


   /auto_examples/further_examples/index.rst


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

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

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


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

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