minesweeper_ml

Minesweeper implementation with a Reinforcement Learning Agent

Where to start?

You want to play Minesweeper? Run

python gui.py

or train a model using

python training.py

If you want to play with an existing model, specify the model_path as a parameter of the agent and disable QTrainer.train_step.

Filename	Content
gui.py	Playable Minesweeper GUI program
training.py	Trains a DQN on 100.000 minesweeper games
minesweeper.py	Minesweeper logic
agent.py	Implements the reinforcement learning agent which is used during training
bruteforce.py	Implements a Minesweeper Bruteforce Algorithm
dqn.py	holds the DQN model used by the agent
model.py	QTrainer class which trains the DQN model and updates the Q Parameter
utils.py	utility functionality
__bruteforce_test.py	internal test cases for the bruteforce algorithm