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Monte Carlo Tree Search

Topic: Planning

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MCTS for Planning

Search-based planning.

Components

Selection. Expansion. Simulation. Backpropagation.

AlphaZero

MCTS + deep learning. Self-play.

Applications

Games. Robotics. Decision making.

Key Takeaways

  1. MCTS components
  2. AlphaZero combines MCTS + NN
  3. Game playing applications

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