Merge pull request #7 from flow-project/tutorial

Updated tutorial links

Author: eugenevinitsky

resources.html

@@ -66,19 +66,19 @@ <h3>ITSC 2018 Tutorial on Deep Reinforcement Learning and Transportation</h3>
             <br> <span class="small">Why deep RL and transportation?</span>
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-              Session 2: Reinforcement learning and <a href="https://www.dropbox.com/s/ro4dop3hye4d2h3/Tutorial-DeepRLTransportation-2-QLearning.pdf?dl=1">approximate dynamic programming</a>
+              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>
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-              Session 3: Policy optimization methods (<a href="https://www.dropbox.com/s/1d7azd2g5pqp7g1/Tutorial-DeepRLTransportation-3-PolicyGradient.pdf?dl=1">policy gradient methods</a> and <a href="https://www.dropbox.com/s/41295irwxe8o6mb/Tutorial-DeepRLTransportation-3-NonPolicyGradient.pdf?dl=1">non-policy gradient methods</a>)
+              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>
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               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>
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-              Session 5: Tools of the trade (<a href="https://www.dropbox.com/s/efvjugxvmbx95ab/Tutorial-DeepRLTransportation-5-SUMO.pdf?dl=1">SUMO</a>, <a href="https://www.dropbox.com/s/vu62eqwd9yenocl/Tutorial-DeepRLTransportation-5-Flow.pdf?dl=1">Flow</a>, <a href="https://www.dropbox.com/s/f48aijqhfxwh1l0/Tutorial-DeepRLTransportation-5-RLlib.pdf?dl=1">Ray RLlib</a>)
+              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>
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