Perfect Information Game

Creating 2D perfect information board games, and playing them with machine learning systems.

Getting Started

• Ensure Python is installed
• Install requirements:
  pip install -r requirements.txt
• Play a game of Connect 4 against the ai:
  python src/scripts/play_vs_ai.py
• View games files that were generated during training:
  python src/scripts/view_game_file.py
• Switch the active game by uncommenting the corresponding line in src/utils/active_game.py
• For games with multiple versions, select the desired version by opening the corresponding file under src/games/ and uncommenting the corresponding line that starts with CONFIG =

Relevant Resources

https://webdocs.cs.ualberta.ca/~mmueller/ps/enzenberger-mueller-acg12.pdf
http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.159.4373&rep=rep1&type=pdf
https://arxiv.org/pdf/1905.13521.pdf
https://medium.com/oracledevs/lessons-from-alpha-zero-part-5-performance-optimization-664b38dc509e
https://medium.com/@malay.haldar/how-much-training-data-do-you-need-da8ec091e956
https://cython.readthedocs.io/en/latest/src/tutorial/numpy.html
https://dke.maastrichtuniversity.nl/m.winands/documents/time_management_for_monte_carlo_tree_search.pdf