Pac-Man Bot is a project to train a asynchronous advantage actor-critic model to play Pac-Man. The training will be conducted on the Pac-Man emulator on OpenAI Gym. The implementation of this project is inspired by Asynchronous Methods for Deep Reinforcement Learning.