ray/doc/source/ray-core/examples/overview.rst
2022-03-10 12:17:00 -08:00

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Ray Tutorials and Examples
==========================
Machine Learning Examples
-------------------------
.. panels::
:container: container pb-4
:column: col-md-4 px-2 py-2
:img-top-cls: pt-5 w-75 d-block mx-auto
---
:img-top: images/param_actor.png
+++
.. link-button:: plot_parameter_server
:type: ref
:text: Build a Simple Parameter Server Using Ray
:classes: btn-link btn-block stretched-link
---
:img-top: images/hyperparameter.png
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.. link-button:: plot_hyperparameter
:type: ref
:text: Simple Parallel Model Selection
:classes: btn-link btn-block stretched-link
---
:img-top: /ray-overview/images/ray_svg_logo.svg
+++
.. link-button:: plot_lbfgs
:type: ref
:text: Walkthrough of parallelizing the L-BFGS algorithm
:classes: btn-link btn-block stretched-link
---
:img-top: /ray-overview/images/ray_svg_logo.svg
+++
.. link-button:: plot_example-lm
:type: ref
:text: Fault-Tolerant Fairseq Training
:classes: btn-link btn-block stretched-link
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/latest/rllib.html>`__.
.. panels::
:container: container pb-4
:column: col-md-4 px-2 py-2
:img-top-cls: pt-5 w-75 d-block mx-auto
---
:img-top: images/pong.png
+++
.. link-button:: plot_pong_example
:type: ref
:text: Learning to Play Pong
:classes: btn-link btn-block stretched-link
---
:img-top: images/a3c.png
+++
.. link-button:: plot_example-a3c
:type: ref
:text: Asynchronous Advantage Actor Critic (A3C)
:classes: btn-link btn-block stretched-link