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9. Deep Q Network and its Variants

  • 9.1. What is Deep Q Network?
  • 9.2. Understanding DQN
    • 9.2.1. Replay Buffer
    • 9.2.2. Loss Function
    • 9.2.3. Target Network
    • 9.2.4. Putting it All Together
    • 9.2.5. Algorithm - DQN
  • 9.3. Playing Atari Games using DQN
    • 9.3.1. Architecture of DQN
    • 9.3.2. Getting Hands-on with the DQN
  • 9.4. Double DQN
    • 9.4.1. Algorithm - Double DQN
  • 9.5. DQN with Prioritized Experience Replay
    • 9.5.1. Types of Prioritization
    • 9.5.2. Correcting the Bias
  • 9.6. Dueling DQN
    • 9.6.1. Understanding Dueling DQN
    • 9.6.2.Architecture of Dueling DQN
  • 9.7. Deep Recurrent Q Network
    • 9.7.1. Architecture of DRQN