Inspired by how biological agents interact with the environment, reinforcement learning has been successful in many fiels, such as playing Go and Atari games. It also has a cool connection with stat mech.

by Zeqian Li

Markov Decision Process and Reinforcement Learning

How to beat human in 49 Atari games.

Presentation Summary

In these slides, I present:

  • Basic concepts of Markov Decision Process, Bellman equation
  • Statistical mechanics of Markov Decision Process
  • Soft Q-learning in reinforcement learning



All Machine Learning