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.. _gallery:

🖼️ Example gallery
==================

.. toctree::
   :glob:
   :hidden:
   :maxdepth: 1

   _collections/examples/README.md
   _collections/examples/contrib/README.md

.. raw:: html

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

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Gradient Accumulation.">

.. only:: html

  .. image:: /images/favicon.svg
     :alt: Gradient Accumulation.

  :doc:`_collections/examples/gradient_accumulation`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Gradient Accumulation</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Meta-Learning.">

.. only:: html

  .. image:: /images/favicon.svg
     :alt: Meta-Learning.

  :doc:`_collections/examples/meta_learning`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Meta-Learning.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Optimistic Gradient Descent.">

.. only:: html

  .. image:: /images/examples/ogda.png
     :alt: Optimistic Gradient Descent in a Bilinear Min-Max Problem.

  :doc:`_collections/examples/ogda_example`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Optimistic Gradient Descent in a Bilinear Min-Max Problem.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="ResNet on CIFAR10 with Flax and Optax.">

.. only:: html

  .. image:: /images/examples/cifar10_resnet.png
    :alt: ResNet on CIFAR10 with Flax and Optax.

  :doc:`_collections/examples/cifar10_resnet`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">ResNet on CIFAR10 with Flax and Optax.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Train the parameters of a Flax module.">

.. only:: html

  .. image:: /images/favicon.svg
    :alt:

  :doc:`_collections/examples/flax_example`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Train the parameters of a Flax module.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Adam optimizer and lookahead wrapper on the MNIST dataset.">

.. only:: html

  .. image:: /images/favicon.svg
    :alt:

  :doc:`_collections/examples/lookahead_mnist`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Adam optimizer and lookahead wrapper on the MNIST dataset.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Train an MLP classifier on MNIST using Optax.">

.. only:: html

  .. image:: /images/favicon.svg
    :alt:

  :doc:`_collections/examples/mlp_mnist`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Train an MLP classifier on MNIST using Optax.</div>
    </div>

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Adversarial training of CNN on MNIST.">

.. only:: html

  .. image:: /images/examples/adversarial.png
     :alt: Adversarial training of CNN on MNIST

  :doc:`_collections/examples/adversarial_training`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Adversarial training of CNN on MNIST.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Character-level Transformer on Tiny Shakespeare.">

.. only:: html

  .. image:: /images/examples/tiny_shakespeare.png
     :alt: Character-level Transformer on Tiny Shakespeare

  :doc:`_collections/examples/nanolm`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Character-level Transformer on Tiny Shakespeare.</div>
    </div>

.. raw:: html

    </div>




Contrib Examples
----------------

Examples that make use of the :doc:`api/contrib` module.


.. raw:: html

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

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Differentially private convolutional neural network on MNIST.">

.. only:: html

  .. image:: /images/favicon.svg
    :alt:

  :doc:`_collections/examples/contrib/differentially_private_sgd`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Differentially private convolutional neural network on MNIST.</div>
    </div>


.. raw:: html

      <div class="sphx-glr-thumbcontainer" tooltip="Example usage of reduce_on_plateau learing rate scheduler.">

.. only:: html

  .. image:: /images/examples/contrib/reduce_on_plateau.png
    :alt:

  :doc:`_collections/examples/contrib/reduce_on_plateau`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Example usage of reduce_on_plateau learing rate scheduler.</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Sharpness-Aware Minimization (SAM).">

.. only:: html

  .. image:: /images/examples/contrib/sam.png
    :alt:

  :doc:`_collections/examples/contrib/sam`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Sharpness-Aware Minimization (SAM).</div>
    </div>


.. raw:: html

    </div>