Examples
========

Explore practical usage of ``zea`` with the following example notebooks. All notebooks can be run in the browser using Google Colab, using the links below. Make sure to select a GPU / TPU runtime to optimally benefit from the ``zea`` library.

.. raw:: html

   <div class="example-filter" aria-label="Filter examples by tag"></div>

Data
----

.. toctree::
    :hidden:

    notebooks/data

.. example-gallery:: notebooks/data

Pipeline
--------

.. toctree::
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    notebooks/pipeline

.. example-gallery:: notebooks/pipeline

Models
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.. toctree::
    :hidden:

    notebooks/models

.. example-gallery:: notebooks/models

Metrics
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.. toctree::
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    notebooks/metrics

.. example-gallery:: notebooks/metrics

Agent
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.. toctree::
    :hidden:

    notebooks/agent

.. example-gallery:: notebooks/agent

Examples outside the toolbox
----------------------------

``zea`` is also used in other libraries, blog posts and tutorials. These examples are linked here below:

.. container:: example-gallery

   .. external-example:: Ultrasound regularized beamforming with zea
      :link: https://deepinv.github.io/deepinv/auto_examples/external-libraries/demo_zea_ultrasound.html
      :thumbnail: deepinv_zea_ultrasound.webp
      :source: DeepInverse
      :tags: beamforming, inverse problems, simulation
      :level: intermediate

   .. external-example:: Ultrasound despeckling from B-mode images
      :link: https://deepinv.org/auto_examples/self-supervised-learning/demo_ultrasound_despeckling.html
      :thumbnail: deepinv_ultrasound_despeckling.webp
      :source: DeepInverse
      :tags: image enhancement
      :level: beginner