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Ray Tutorials and Examples
==========================
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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> `__
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.. 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
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.. customgalleryitem ::
:tooltip: Build a simple parameter server using Ray.
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:figure: /images/param_actor.png
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:description: :doc:`/auto_examples/plot_parameter_server`
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:tooltip: Asynchronous Advantage Actor Critic agent using Ray.
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:figure: /images/a3c.png
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:description: :doc:`/auto_examples/plot_example-a3c`
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:tooltip: Simple parallel asynchronous hyperparameter evaluation.
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:figure: /images/hyperparameter.png
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:description: :doc:`/auto_examples/plot_hyperparameter`
.. customgalleryitem ::
:tooltip: Parallelizing a policy gradient calculation on OpenAI Gym Pong.
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:figure: /images/pong.png
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:description: :doc:`/auto_examples/plot_pong_example`
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:tooltip: Walkthrough of parallelizing the L-BFGS algorithm.
:description: :doc:`/auto_examples/plot_lbfgs`
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:tooltip: Implementing a simple news reader using Ray.
:description: :doc:`/auto_examples/plot_newsreader`
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:tooltip: Implement a simple streaming application using Ray’ s actors.
:description: :doc:`/auto_examples/plot_streaming`
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:tooltip: Distributed Fault-Tolerant BERT training for FAIRSeq using Ray.
:description: :doc:`/auto_examples/plot_example-lm`