ray/doc/examples/overview.rst

Ray Tutorials and Examples
==========================

Get started with Ray, Tune, and RLlib with these notebooks that you can run online in CoLab or Binder:
 * `Ray Tutorial Notebooks <https://github.com/ray-project/tutorial>`__

.. toctree::
   :hidden:

   plot_parameter_server.rst
   plot_example-a3c.rst
   plot_hyperparameter.rst
   plot_pong_example.rst
   plot_lbfgs.rst
   plot_newsreader.rst
   plot_streaming.rst
   plot_example-lm.rst


Example Gallery
---------------

.. customgalleryitem::
   :tooltip: Build a simple parameter server using Ray.
   :figure: /images/param_actor.png
   :description: :doc:`/auto_examples/plot_parameter_server`

.. customgalleryitem::
   :tooltip: Asynchronous Advantage Actor Critic agent using Ray.
   :figure: /images/a3c.png
   :description: :doc:`/auto_examples/plot_example-a3c`

.. customgalleryitem::
   :tooltip: Simple parallel asynchronous hyperparameter evaluation.
   :figure: /images/hyperparameter.png
   :description: :doc:`/auto_examples/plot_hyperparameter`

.. customgalleryitem::
   :tooltip: Parallelizing a policy gradient calculation on OpenAI Gym Pong.
   :figure: /images/pong.png
   :description: :doc:`/auto_examples/plot_pong_example`

.. customgalleryitem::
   :tooltip: Walkthrough of parallelizing the L-BFGS algorithm.
   :description: :doc:`/auto_examples/plot_lbfgs`

.. customgalleryitem::
   :tooltip: Implementing a simple news reader using Ray.
   :description: :doc:`/auto_examples/plot_newsreader`

.. customgalleryitem::
   :tooltip: Implement a simple streaming application using Ray’s actors.
   :description: :doc:`/auto_examples/plot_streaming`

.. customgalleryitem::
   :tooltip: Distributed Fault-Tolerant BERT training for FAIRSeq using Ray.
   :description: :doc:`/auto_examples/plot_example-lm`