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- 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>`__
- Ray Examples
- ------------
- .. raw:: html
- <div class="sphx-glr-bigcontainer">
- .. toctree::
- :hidden:
- tips-for-first-time.rst
- testing-tips.rst
- progress_bar.rst
- plot_streaming.rst
- placement-group.rst
- .. customgalleryitem::
- :tooltip: Tips for first time users.
- :figure: /images/pipeline.png
- :description: :doc:`/auto_examples/tips-for-first-time`
- .. customgalleryitem::
- :tooltip: Tips for testing Ray applications
- :description: :doc:`/auto_examples/testing-tips`
- .. customgalleryitem::
- :tooltip: Progress Bar for Ray Tasks
- :description: :doc:`/auto_examples/progress_bar`
- .. customgalleryitem::
- :tooltip: Implement a simple streaming application using Ray’s actors.
- :description: :doc:`/auto_examples/plot_streaming`
- .. customgalleryitem::
- :tooltip: Learn placement group use cases with examples.
- :description: :doc:`/auto_examples/placement-group`
- .. raw:: html
- </div>
- Machine Learning Examples
- -------------------------
- .. raw:: html
- <div class="sphx-glr-bigcontainer">
- .. toctree::
- :hidden:
- plot_parameter_server.rst
- plot_hyperparameter.rst
- plot_lbfgs.rst
- plot_example-lm.rst
- plot_newsreader.rst
- .. customgalleryitem::
- :tooltip: Build a simple parameter server using Ray.
- :figure: /images/param_actor.png
- :description: :doc:`/auto_examples/plot_parameter_server`
- .. customgalleryitem::
- :tooltip: Simple parallel asynchronous hyperparameter evaluation.
- :figure: /images/hyperparameter.png
- :description: :doc:`/auto_examples/plot_hyperparameter`
- .. customgalleryitem::
- :tooltip: Walkthrough of parallelizing the L-BFGS algorithm.
- :description: :doc:`/auto_examples/plot_lbfgs`
- .. customgalleryitem::
- :tooltip: Distributed Fault-Tolerant BERT training for FAIRSeq using Ray.
- :description: :doc:`/auto_examples/plot_example-lm`
- .. customgalleryitem::
- :tooltip: Implementing a simple news reader using Ray.
- :description: :doc:`/auto_examples/plot_newsreader`
- .. raw:: html
- </div>
- Reinforcement Learning Examples
- -------------------------------
- These are simple examples that show you how to leverage Ray Core. For Ray's production-grade reinforcement learning library, see `RLlib <http://docs.ray.io/en/master/rllib.html>`__.
- .. raw:: html
- <div class="sphx-glr-bigcontainer">
- .. toctree::
- :hidden:
- plot_pong_example.rst
- plot_example-a3c.rst
- .. customgalleryitem::
- :tooltip: Asynchronous Advantage Actor Critic agent using Ray.
- :figure: /images/a3c.png
- :description: :doc:`/auto_examples/plot_example-a3c`
- .. customgalleryitem::
- :tooltip: Parallelizing a policy gradient calculation on OpenAI Gym Pong.
- :figure: /images/pong.png
- :description: :doc:`/auto_examples/plot_pong_example`
- .. raw:: html
- </div>
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