.. _ray-core-examples-tutorial:

Ray Core Examples

.. toctree:: :hidden: :glob:

*

.. Organize example .rst files in the same manner as the .py files in ray/python/ray/train/examples.

Below are examples for using Ray Core for a variety use cases.

Beginner

.. list-table::

• • :doc:A Gentle Introduction to Ray Core by Example <gentle_walkthrough>
• • :doc:Using Ray for Highly Parallelizable Tasks <highly_parallel>
• • :doc:Monte Carlo Estimation of π <monte_carlo_pi>

Intermediate

.. list-table::

• • :doc:Running a Simple MapReduce Example with Ray Core <map_reduce>
• • :doc:Speed Up Your Web Crawler by Parallelizing it with Ray <web_crawler>

Advanced

.. list-table::

• • :doc:Build Batch Prediction Using Ray <batch_prediction>
• • :doc:Build a Simple Parameter Server Using Ray <plot_parameter_server>
• • :doc:Simple Parallel Model Selection <plot_hyperparameter>
• • :doc:Learning to Play Pong <plot_pong_example>