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<li class="toctree-l1 current has-children current-page"><a class="current reference internal" href="#">Classic Control</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" role="switch" type="checkbox"/><label for="toctree-checkbox-4"><div class="visually-hidden">Toggle child pages in navigation</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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<li class="toctree-l2"><a class="reference internal" href="../box2d/car_racing/">Car Racing</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../third_party_environments/">Third Party Environments</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../content/environment_creation/">Make your own custom environment</a></li>
<li class="toctree-l1"><a class="reference internal" href="../../content/vectorising/">Vectorising your environments</a></li>
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<li class="toctree-l1"><a class="reference external" href="https://github.com/Farama-Foundation/gymnasium">Github</a></li>
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<article role="main">
<section id="classic-control">
<h1>Classic Control<a class="headerlink" href="#classic-control" title="Permalink to this heading">#</a></h1>
<div class="toctree-wrapper compound">
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<div class="env-grid">
<a href="acrobot">
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<span>Acrobot</span>
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<span>Cart Pole</span>
</div>
</div>
</a>
<a href="mountain_car_continuous">
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<img src="/_static/videos/classic_control/mountain_car_continuous.gif">
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<div class="cell__title">
<span>Mountain Car Continuous</span>
</div>
</div>
</a>
<a href="mountain_car">
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<img src="/_static/videos/classic_control/mountain_car.gif">
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<div class="cell__title">
<span>Mountain Car</span>
</div>
</div>
</a>
<a href="pendulum">
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<img src="/_static/videos/classic_control/pendulum.gif">
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<span>Pendulum</span>
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<p>The unique dependencies for this set of environments can be installed via:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip install gymnasium<span class="o">[</span>classic_control<span class="o">]</span>
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<p>There are five classic control environments: Acrobot, CartPole, Mountain Car, Continuous Mountain Car, and Pendulum. All of these environments are stochastic in terms of their initial state, within a given range. In addition, Acrobot has noise applied to the taken action. Also, regarding the both mountain car environments, the cars are under powered to climb the mountain, so it takes some effort to reach the top.</p>
<p>Among Gymnasium environments, this set of environments can be considered as easier ones to solve by a policy.</p>
<p>All environments are highly configurable via arguments specified in each environments documentation.</p>
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