FOM OpenAI Getting Started

Preparation

Install gym

pip install 'gym[all]'

Re-install numpy

pip install --upgrade --force-reinstall numpy

OpenAI docs

• http://gym.openai.com/docs/ 00-getting-started-CartPole-v0.py

• simple random agent playing CartPole

Medium Introduction: Reinforcement Learning with OpenAI Gym

• https://towardsdatascience.com/reinforcement-learning-with-openai-d445c2c687d2

01-getting-started-Acrobot-v1.py

• simple random agent playing Acrobot

02-getting-started-MountainCarContinuous-v0.py

• simple agent with log output playing MountainCarContinuous

03-getting-started-FrozenLake8x8-v0.py

• agent playing FrozenLake8x8 using Q-Learning for a fixed number of steps per episode

04-getting-started-FrozenLake8x8-v0-until-done.py

• agent playing FrozenLake8x8 using Q-Learning until done per episode

REINFORCEMENT LEARNING (DQN) TUTORIAL

• https://pytorch.org/tutorials/intermediate/reinforcement_q_learning.html

05-getting-started-CartPole-v0-dqn.py

• agent playing CartPole using Deep Q-Learning

06-getting-started-SpaceInvaders-v0-dqn.py

• agent playing SpaceInvaders using Deep Q-Learning