learning.understanding.cognition.intelligence.data science

Reinforcement Learning

reinforcement learning

by Rahul Parhi

This video by Arxiv Insights called “An Introduction to Reinforcement Learning” provides a decent high level introduction to reinforcement learning that I believe is accessible to academics, but doesn’t go into a lot of depth

 

 

 

 

 

 

This blog post on github by Andrej Karpathy called, “Deep Reinforcement Learning: Pong from Pixels” gets into a little bit more detail and works though using reinforcement learning to design an agent to play the game pong.

 

 

 

 

 

 

This (freely available) book called, Reinforcement Learning seems to be a pretty decent introduction to reinforcement learning for anyone who wants to get into the technical details of “how it works”.

 

 

 

 

 

 

 

 

 

OpenAI gym is a toolkit and playground for implementing reinforcement learning for various problems. It is useful for getting familiar with reinforcement learning. OpenAI gym also has a bunch of example code. Anyone with basic programming knowledge should be able to play around with it.