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===========================
ProxTorch Example Gallery
===========================

Welcome to the ProxTorch Example Gallery. Here, you will find a collection of hands-on examples showcasing the capabilities and features of the ProxTorch library.

Each example provides in-depth explanations and code snippets to help you understand how to effectively utilize the ProxTorch package in various applications.


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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_fista_thumb.png
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  :ref:`sphx_glr_auto_examples_plot_fista.py`

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      <div class="sphx-glr-thumbnail-title">Lasso Regression with FISTA Optimization using PyTorch's Optimizer</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Using ProxTorch&#x27;s TV_2D and TVL1_2D operators, this example demonstrates image restoration of a...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_image_restoration_thumb.png
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  :ref:`sphx_glr_auto_examples_plot_image_restoration.py`

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      <div class="sphx-glr-thumbnail-title">Image Restoration: ProxTorch Logo via TV and TV-L1 Regularization</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This script demonstrates how to implement and train a Lasso regression model using PyTorch Ligh...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_lasso_regression_thumb.png
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  :ref:`sphx_glr_auto_examples_plot_lasso_regression.py`

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      <div class="sphx-glr-thumbnail-title">Comparing Custom Lasso Regression with scikit-learn's Implementation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This script demonstrates how to perform Robust Principal Component Analysis (RPCA) using PyTorc...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_robust_pca_thumb.png
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  :ref:`sphx_glr_auto_examples_plot_robust_pca.py`

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      <div class="sphx-glr-thumbnail-title">Robust Principal Component Analysis with PyTorch Lightning</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="Have you ever wondered how Netflix can accurately predict which movies you might like? One of t...">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_netflix_thumb.png
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  :ref:`sphx_glr_auto_examples_plot_netflix.py`

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      <div class="sphx-glr-thumbnail-title">Matrix Completion for Movie Recommendations using PyTorch Lightning</div>
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.. toctree::
   :hidden:

   /auto_examples/plot_fista
   /auto_examples/plot_image_restoration
   /auto_examples/plot_lasso_regression
   /auto_examples/plot_robust_pca
   /auto_examples/plot_netflix


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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>`_