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80 lines
2.4 KiB
ReStructuredText
.. Reinforcement Learning Coach documentation master file, created by
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sphinx-quickstart on Sun Oct 28 15:35:09 2018.
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You can adapt this file completely to your liking, but it should at least
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contain the root `toctree` directive.
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Reinforcement Learning Coach
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============================
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Coach is a python framework which models the interaction between an agent and an environment in a modular way.
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With Coach, it is possible to model an agent by combining various building blocks, and training the agent on multiple environments.
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The available environments allow testing the agent in different fields such as robotics, autonomous driving, games and more.
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It exposes a set of easy-to-use APIs for experimenting with new RL algorithms, and allows simple integration of
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new environments to solve.
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Coach collects statistics from the training process and supports advanced visualization techniques for debugging the agent being trained.
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.. image:: _static/img/design.png
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:width: 800px
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Blog posts from the Intel® AI website:
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* `Release 0.8.0 <https://ai.intel.com/reinforcement-learning-coach-intel/>`_ (initial release)
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* `Release 0.9.0 <https://ai.intel.com/reinforcement-learning-coach-carla-qr-dqn/>`_
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* `Release 0.10.0 <https://ai.intel.com/introducing-reinforcement-learning-coach-0-10-0/)>`_
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* `Release 0.11.0 <https://ai.intel.com/rl-coach-data-science-at-scale/>`_
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* `Release 0.12.0 <https://github.com/NervanaSystems/coach/releases/tag/v0.12.0>`_
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* `Release 1.0.0 <https://www.intel.ai/rl-coach-new-release>`_ (current release)
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You can find more details in the `GitHub repository <https://github.com/NervanaSystems/coach>`_.
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.. toctree::
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:maxdepth: 2
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:caption: Intro
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:titlesonly:
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usage
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dist_usage
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features/index
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selecting_an_algorithm
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dashboard
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.. toctree::
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:maxdepth: 1
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:caption: Design
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design/control_flow
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design/network
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design/horizontal_scaling
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.. toctree::
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:maxdepth: 1
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:caption: Contributing
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contributing/add_agent
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contributing/add_env
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.. toctree::
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:maxdepth: 1
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:caption: Components
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components/agents/index
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components/architectures/index
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components/data_stores/index
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components/environments/index
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components/exploration_policies/index
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components/filters/index
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components/memories/index
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components/memory_backends/index
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components/orchestrators/index
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components/core_types
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components/spaces
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components/additional_parameters
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