dAiv Reinforcement Learning Basics

Dependencies

To run this project, ensure Python 3.8 or later is installed. Follow the steps below to set up the environment:

Install Required Packages

pip install -r requirements.txt

Install PyTorch

For NVIDIA GPUs (CUDA versions):

CUDA 11.8

pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118

CUDA 12.1

pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121

CUDA 12.4

pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu124

using Mac or Window cpu environment

pip install torch torchvision torchaudio

How to Run

1. Play the Snake Game

Run the playable snake game:

python snake_playable.py

2. Evolutionary Snake Game

Use genetic algorithms to evolve the snake:

python genetic/main_genetic.py

3. Deep Q-Learning Snake Game

Run the DQN-based snake AI:

python dqn/main_dqn.py

Credits

Snake game code by HonzaKral: https://gist.github.com/HonzaKral/833ee2b30231c53ec78e