This project requires a Python 3.8 (I used 3.8.10) virtual environment setup with unity ml-agents, I recommend following the official guide:
https://github.com/Unity-Technologies/ml-agents/blob/release_12_docs/docs/Installation.md
The pre-trained brain model in the Assets folder is from results/SnakeRaysInfinite11