:orphan:

Feature and Sample Selection
============================



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    <div class="sphx-glr-thumbcontainer" tooltip="Using scikit-matter selectors with scikit-learn pipelines">

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  .. image:: /examples/selection/images/thumb/sphx_glr_Selectors-Pipelines_thumb.png
    :alt:

  :ref:`sphx_glr_examples_selection_Selectors-Pipelines.py`

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      <div class="sphx-glr-thumbnail-title">Using scikit-matter selectors with scikit-learn pipelines</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="PCovR-Inspired Feature Selection">

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  .. image:: /examples/selection/images/thumb/sphx_glr_FeatureSelection_thumb.png
    :alt:

  :ref:`sphx_glr_examples_selection_FeatureSelection.py`

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      <div class="sphx-glr-thumbnail-title">PCovR-Inspired Feature Selection</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This notebook analyzes the structures of 264 polymorphs of ROY, from Beran et Al, Chemical Science (2022), comparing the conventional density-energy convex hull with a Generalized Convex Hull (GCH) analysis (see Anelli et al., Phys. Rev. Materials (2018)).">

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  .. image:: /examples/selection/images/thumb/sphx_glr_GCH-ROY_thumb.png
    :alt:

  :ref:`sphx_glr_examples_selection_GCH-ROY.py`

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      <div class="sphx-glr-thumbnail-title">Generalized Convex Hull construction for the polymorphs of ROY</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Feature Selection on the WHO Dataset">

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  .. image:: /examples/selection/images/thumb/sphx_glr_FeatureSelection-WHODataset_thumb.png
    :alt:

  :ref:`sphx_glr_examples_selection_FeatureSelection-WHODataset.py`

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      <div class="sphx-glr-thumbnail-title">Feature Selection on the WHO Dataset</div>
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    </div>


.. toctree::
   :hidden:

   /examples/selection/Selectors-Pipelines
   /examples/selection/FeatureSelection
   /examples/selection/GCH-ROY
   /examples/selection/FeatureSelection-WHODataset


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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: selection_python.zip </examples/selection/selection_python.zip>`

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

      :download:`Download all examples in Jupyter notebooks: selection_jupyter.zip </examples/selection/selection_jupyter.zip>`


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

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