.. _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>`