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muzero's Introduction

muzero

This file will become your README and also the index of your documentation.

Install

pip install -r requirements
pip install -e .

MuZero

  • Representation function - $h_{\theta}(o_1, o_2,...o_t)$: It takes the history of observations and produces a hidden state $s_o$ of the observations

  • Prediction function - $f_{\theta}(s^k)$: It takes the hidden state of the observation and predicts the policy $\pi^k$ and the value $v^k$

  • Dynamic function - $g_{\theta}(s^{k-1}, a^k) = r^k, s^k$: It takes the current state and an action, it predicts the next state and reward

Components

Monte Carlo Tree Search (MCTS: to guide the exploration of the game state space and select the most promising actions

TODO

  • A replay buffer share between agents
  • Monte Carlo Tree Search

Resources

Resources that i used to implement MuZero - MuZero - Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | RL Paper explained

muzero's People

Stargazers

STYLIANOS IORDANIS avatar  avatar XλRI-U5 avatar

Watchers

XλRI-U5 avatar

Forkers

stjordanis

muzero's Issues

Updates

TIL: yay, finally understand the update rule for the policy in the soft actor-critic

SCR-20221227-ldt


SCR-20221227-kyg

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