This is a demo I created when I was learning the basics of reinforcement learning. It uses the Q-learning algorithm to train a bot to navigate a maze automatically.
version: Python 3.11
For macOS users, if you encounter ModuleNotFoundError: No module named 'tkinter' when running the code, you need to execute the corresponding commands for your version.
$ brew install python-tk@3.11Install dependencies.
$ pip3 install -r requirements.txtRun main.py
$ python3 main.pyBlack represents traps, brown represents walls, green represents the destination, red represents the starting point, and gray represents the accessible path.👇🏻 (ps: If the bot falls into a trap, it will be returned to the starting point.)
The bot will become smarter as it tries different moves.
Contributions must be available on a separately named branch based on the latest version of the main branch.