Reinforcement Learning

Just a bunch of Python scripts implemented during my Master Thesis working on Reinforcement Learning using OpenAI Gym.

Installation

I suggest you to use pipenv to install all the packages needed to execute correctly the exercises.

git clone https://github.com/pieromacaluso/rl-exercises.git
cd rl-exercises
pipenv install

Table of Contents

Environments

• Random Walk

Exercises

• Lecture 4: Model Free Prediction
  • TD Algorithm:
    • TD(0) Implementation in RandomWalk
    • TD(Lambda) Implementation in RandomWalk

References

• [1] Reinforcement Learning: An Introduction by Richard S. Sutton and Andrew G. Barto
• [2] David Silver's Reinforcement Learning Course