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• FrozenLake(Gridword)
  • Deterministic Q-Learning
  • Add Exploration & Discounted Factor
  • Stochastic Q-Learning
• WindyGridWorld(in Sutton's book)
  • Q-Learning / SARSA

• FrozenLake(Gridword)
• CartPole(Classic Control)

DQN(NIPS2013)은 (Experience Replay Memory / CNN) 을 사용.

• CartPole(Classic Control) - Cartpole 같은 경우에는 CNN을 사용하지 않고 센서 정보를 통해서 학습

DQN(Nature2015)은 (Experience Replay Memory / Target Network / CNN) 을 사용

• CartPole(Classic Control)
• Breakout(atari)
• Breakout(atari)
  • this code is made by pytorch and more efficient memory and train

• CartPole(Classic Control)
• Pong(atari)
• Breakout(atari)

• episodic
  • CartPole(Classic Control)
  • Pong(atari)
• one-step
  • CartPole(Classic Control)
• n-step
  • CartPole(Classic Control)

• Pendulum(Classic Control)

• CartPole(Classic Control)(used a single thread instead of multi thread)
• CartPole(Classic Control)(used multiprocessing in pytorch)
• Super Mario Bros(used multiprocessing in pytorch)

• DDQN
  • CartPole(Classic Control)

• CartPole(Classic Control)