Of all the advances in machine learning, deep reinforcement learning is the closest to achieving artificial intelligence as it is portrayed in science fiction. We will cover the basic concepts of reinforcement learning, discuss the impact of deep learning, and then perform a live demo of a deep RL agent playing Atari.
Zach Kimble is a Senior Data Scientist at Lirio, where he is helping to build automated tools to extract insights that drive behavioral change. Based in Knoxville, Lirio applies understanding of the psychology of human behavior, the power of big data, and machine learning to help our clients improve their business outcomes.
Human-level control through deep reinforcement learning Nature volume 518, pages 529–533 (26 February 2015)