allanbreyes / gym

Reinforcement learning problems solved using Open AI Gym

OpenAI Gym Solutions

Requirements

• Python v2.7.13
• virtualenv
• pip

How to Run

1. Run virtualenv venv
2. Run source venv/bin/activate
3. Run pip install -r requirements.txt

Experiments

Solving Markov Decision Processes

In this experiment, convergence and performance of value iteration and policy iteration are compared for 3 different MDPs, including:

1. FrozenLake-v0
2. FrozenLake8x8-v0
3. Taxi-v2

Reproduce the results by running python analysis/mdp.py

Q-learning Agents

A Q-learner reinforcement learning algorithm was applied to the "Toy Text" environments. You can reproduce the results by running:

• python frozen_lake/q_learning.py
• python taxi/q_learning.py