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Exploration in Deep RL

Beyond ε-greedy

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What you'll unlock:

  • 1. Why Classical Exploration Fails at Scale
  • 2. Count-Based and Pseudo-Count Methods
  • 3. Intrinsic Curiosity Module (ICM)
  • 4. Random Network Distillation (RND)
  • 5. Never Give Up (NGU) and Agent57
  • 6. BYOL-Explore and Random Latent Exploration
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