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<li class="toctree-l1"><a class="reference internal" href="dist_usage.html">Usage - Distributed Coach</a></li>
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<li class="toctree-l1"><a class="reference internal" href="design/horizontal_scaling.html">Distributed Coach - Horizontal Scale-Out</a></li>
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<div class="section" id="reinforcement-learning-coach">
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<h1>Reinforcement Learning Coach<a class="headerlink" href="#reinforcement-learning-coach" title="Permalink to this headline">¶</a></h1>
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<p>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.</p>
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<a class="reference internal image-reference" href="_images/design.png"><img alt="_images/design.png" src="_images/design.png" style="width: 800px;" /></a>
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<p>Blog posts from the Intel® AI website:</p>
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<ul class="simple">
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<li><p><a class="reference external" href="https://ai.intel.com/reinforcement-learning-coach-intel/">Release 0.8.0</a> (initial release)</p></li>
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<li><p><a class="reference external" href="https://ai.intel.com/reinforcement-learning-coach-carla-qr-dqn/">Release 0.9.0</a></p></li>
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<li><p><a class="reference external" href="https://ai.intel.com/introducing-reinforcement-learning-coach-0-10-0/)">Release 0.10.0</a></p></li>
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<li><p><a class="reference external" href="https://ai.intel.com/rl-coach-data-science-at-scale/">Release 0.11.0</a></p></li>
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<li><p>Release 0.12.1 (current release)</p></li>
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</ul>
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<p>You can find more details in the <a class="reference external" href="https://github.com/NervanaSystems/coach">GitHub repository</a>.</p>
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<p class="caption"><span class="caption-text">Intro</span></p>
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<li class="toctree-l1"><a class="reference internal" href="usage.html">Usage</a></li>
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<li class="toctree-l1"><a class="reference internal" href="dist_usage.html">Usage - Distributed Coach</a></li>
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<li class="toctree-l1"><a class="reference internal" href="features/index.html">Features</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="features/algorithms.html">Algorithms</a></li>
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<li class="toctree-l2"><a class="reference internal" href="features/environments.html">Environments</a></li>
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<li class="toctree-l2"><a class="reference internal" href="features/benchmarks.html">Benchmarks</a></li>
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<li class="toctree-l1"><a class="reference internal" href="selecting_an_algorithm.html">Selecting an Algorithm</a></li>
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<li class="toctree-l1"><a class="reference internal" href="dashboard.html">Coach Dashboard</a></li>
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</ul>
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<p class="caption"><span class="caption-text">Design</span></p>
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<ul>
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<li class="toctree-l1"><a class="reference internal" href="design/control_flow.html">Control Flow</a></li>
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<li class="toctree-l1"><a class="reference internal" href="design/network.html">Network Design</a></li>
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<li class="toctree-l1"><a class="reference internal" href="design/horizontal_scaling.html">Distributed Coach - Horizontal Scale-Out</a></li>
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</ul>
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</div>
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<div class="toctree-wrapper compound">
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<p class="caption"><span class="caption-text">Contributing</span></p>
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<ul>
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<li class="toctree-l1"><a class="reference internal" href="contributing/add_agent.html">Adding a New Agent</a></li>
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<li class="toctree-l1"><a class="reference internal" href="contributing/add_env.html">Adding a New Environment</a></li>
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</ul>
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</div>
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<div class="toctree-wrapper compound">
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<p class="caption"><span class="caption-text">Components</span></p>
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<ul>
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<li class="toctree-l1"><a class="reference internal" href="components/agents/index.html">Agents</a></li>
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<li class="toctree-l1"><a class="reference internal" href="components/data_stores/index.html">Data Stores</a></li>
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<li class="toctree-l1"><a class="reference internal" href="components/environments/index.html">Environments</a></li>
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<li class="toctree-l1"><a class="reference internal" href="components/orchestrators/index.html">Orchestrators</a></li>
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<li class="toctree-l1"><a class="reference internal" href="components/core_types.html">Core Types</a></li>
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<li class="toctree-l1"><a class="reference internal" href="components/additional_parameters.html">Additional Parameters</a></li>
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