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resources.html
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<!doctype html>
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<title>Resources</title>
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<h1>Resources</h1>
<p class="lead">
Resources for getting started with deep reinforcement learning (RL) and transportation.
</p>
<h3>ITSC 2018 Tutorial on Deep Reinforcement Learning and Transportation</h3>
Sunday, November 4th, 2018 | Maui, Hawaii
<p>
<ul class="list-group">
<li class="list-group-item">
Session 1: <a href="https://www.dropbox.com/s/etfkvv6bhmxduhc/Tutorial-DeepRLTransportation-1-OpeningRemarks.pdf?dl=1">Welcome, opening remarks</a>
<br> <span class="small">Why deep RL and transportation?</span>
</li>
<li class="list-group-item">
Session 2: <a href="https://www.dropbox.com/s/gq9x8m6j7jr3n4z/Tutorial-DeepRLTransportation-2a-RLIntro.pdf?dl=1">Reinforcement learning</a> and <a href="https://www.dropbox.com/s/ro4dop3hye4d2h3/Tutorial-DeepRLTransportation-2b-QLearning.pdf?dl=1">approximate dynamic programming</a>
<br> <span class="small">Foundations of RL</span>
</li>
<li class="list-group-item">
Session 3: Policy optimization methods (<a href="https://www.dropbox.com/s/1d7azd2g5pqp7g1/Tutorial-DeepRLTransportation-3a-PolicyGradient.pdf?dl=1">policy gradient methods</a> and <a href="https://www.dropbox.com/s/41295irwxe8o6mb/Tutorial-DeepRLTransportation-3b-NonPolicyGradient.pdf?dl=1">non-policy gradient methods</a>)
<br> <span class="small">Foundations of RL</span>
</li>
<li class="list-group-item">
Session 4: <a href="https://www.dropbox.com/s/udauj6chyqj3ky4/Tutorial-DeepRLTransportation-4-RLFromTransportationLens.pdf?dl=1">Deep RL from a transportation lens (model-based RL, inverse RL)</a>
<br> <span class="small">Prior research at the intersection of RL and transportation</span>
</li>
<li class="list-group-item">
Session 5: Tools of the trade (<a href="https://www.dropbox.com/s/lhtbxftrbx3ucrx/Tutorial-DeepRLTransportation-5a-SUMO.pdf?dl=1">SUMO</a>, <a href="https://www.dropbox.com/s/vu62eqwd9yenocl/Tutorial-DeepRLTransportation-5b-Flow.pdf?dl=1">Flow</a>, <a href="https://www.dropbox.com/s/f48aijqhfxwh1l0/Tutorial-DeepRLTransportation-5c-RLlib.pdf?dl=1">Ray RLlib</a>)
<br> <span class="small">Software and simulation tools for conducting research in deep RL and transportation</span>
</li>
<li class="list-group-item">
Session 6: <a href="https://github.com/flow-project/ITSC2018_Workshop/blob/master/ITSC2018_tutorial.ipynb">Hands-on tutorial on Flow</a>
<br> <span class="small">Hands-on exercises for getting started with empirical deep RL and transportation</span>
</li>
<li class="list-group-item">
Session 7: <a href="https://www.dropbox.com/s/q5658z52zlzumw7/Tutorial-DeepRLTransportation-7-AdvancedTopics.pdf?dl=1">Advanced topics in deep reinforcement learning (multi-agent RL, representation learning)</a>
<br> <span class="small">Compelling topics for further exploration in deep RL and transportation</span>
</li>
</ul>
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