Markov Decision Process is a fundamental concept in the Reinforcement Learning. In this post we selected more than 40 resources about Markov Decision Process, including blog posts, books, and videos.
Tag: Reinforcement Learning
How to create FrozenLake random maps
Learn how to create random maps for the FrozenLake environment.
Gym Tutorial: The Frozen Lake
In this article, we are going to learn how to create and explore the Frozen Lake environment using the Gym library, an open source project created by OpenAI used for reinforcement learning experiments. The Gym library defines a uniform interface for environments what makes the integration between algorithms and environment easier for developers. Among many … Continue reading Gym Tutorial: The Frozen Lake
Introduction to Reinforcement Learning: the Frozen Lake Example
In this post, we introduce Reinforcement Learning basic concepts using the Frozen Lake game example.
How AI Learns to Play Games
A brief introduction to reinforcement learning paradigm, from the perspective of game agents.
Top 5 Free Courses in Reinforcement Learning
In this post, we bring 5 courses developed by top of mind universities and companies, and you can watch them online for free.
How to install OpenAI Gym
The OpenAI/Gym project offers a common interface for different kind of environments so we can focus on creating and testing our reinforcement learning models. In this tutorial I show how to install Gym using the most common package managers for Python. Prerequisites The only prerequisite for basic installation of Gym is the Python 3.5+ interpreter … Continue reading How to install OpenAI Gym