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lunarlander-dqn

Solving openai gym's lunar lander with deep Q network

Using a dqn as a non-linear function approximation of the Q values.

References:

  • Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra, Martin Riedmiller. Playing Atari with Deep Reinforcement Learning. DeepMind Technologies, 2013.
  • Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A. Rusu, Joel Veness, Marc G. Bellemare, Alex Graves, Martin Riedmiller, Andreas K. Fidjeland, Georg Ostrovski, Stig Petersen, Charles Beattie, Amir Sadik, Ioannis Antonoglou, Helen King, Dharshan Kumaran, Daan Wierstra, Shane Legg & Demis Hassabis. Human-level control through deep reinforcement learning. Nature, 2015.
  • Peter Henderson, Riashat Islam, Philip Bachman, Joelle Pineau, Doina Precup, David Meger. Deep Reinforcement Learning that Matters. McGill University, Microsoft Maluuba, Montreal, Canada 2019

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