5446-Project

CS5446 AI Planning and Decision Making

1. Vanilla DQN

2. Double DQN

3. Dueling DQN

4. Prioritized DQN

5. Noisy DQN

install requirements

python -m pip install -r requirements.txt

example usage:

train agent play cartpole game with vanilla dqn

python train.py dqn cartpole

evaluate the result

python evaluate.py dqn cartpole

generate playing game gif

python play.py dqn pong

other choices

dqn_type = [dqn, double, dueling, prioritized, noisy]

game = [cartpole, pong, breakout]