MuZero

This package started as Google Summer of Code 2021 project.

Here's a blogpost summarizing MuZero's summer journey.

This implementation is based on AlphaZero.jl, and is inspired by muzero-general.

TicTacToe Example

To train MuZero on tic tac toe, clone this repo, change branch to MuZero,

git clone https://github.com/michelangelo21/MuZero.git
cd MuZero
git checkout MuZero

and run

julia --project -e 'import Pkg; Pkg.instantiate()'
julia --project ./MuZero/scripts/train_tictactoe.jl 

then, to observe results, open tensorboard in a different terminal:

tensorboard --logdir results

after some time curves should look like this:

Acknowledgement

This implementation wouldn't exist without Jonathan Laurent (project mentor, creator of AlphaZero.jl) and his valuable insights.