AI4Society Dialogues, S1E10 - Reinforcement learning and the future of AI
Description
Can we teach AI to learn from it’s own experiences? That’s the premise behind reinforcement learning. Dr. Rich Sutton in a University of Alberta Professor in computer science and one of the leading figures in AI research today. We talk about the early days of his career, why he chose to make the University of Alberta his academic home, the benefits of not chasing fads and the importance of an interdisciplinary AI research community. We also explore reinforcement learning and how it shifts not only the ways in which we develop AI, but also how we might think about our relationship with AI.
“The data a reinforcement learning agent uses the data it generates itself...you’re an (AI) agent, you’ve done some things, you’ve seen some things, it’s your data...that’s what you learn from (in reinforcement learning).” - Rich Sutton
Dr. Rich Sutton is a distinguished research scientist at DeepMind, a professor in the department of computing science at the University of Alberta and a Fellow of the Alberta Machine Intelligence Institute (Amii). He is one of the pioneers of reinforcement learning and co-authored the textbook Reinforcement Learning: An Introduction. His research interests center on the learning problems facing a decision-maker interacting with its environment, which he sees as central to artificial intelligence.
AI4Society Dialogues is a co-production between AI4Society, a signature research area at the University of Alberta and the Kule Institute for Advanced Research (KIAS), an endowed institute at the University of Alberta that supports research in the social sciences, humanities and fine arts.
Host: Katrina Ingram, Founder and CEO, Ethically Aligned AI
Technical Producer: Corey Stroeder
Special thanks to Dr. Scott Smallwood and the Sound Studies Institute at the University of Alberta for providing recording space.
Theme music: “Seeing the Future” by Dexter Britain
Dr. Eleni Stroulia, Professor, Computer Science and Director, AI4Society
Dr. Geoffrey Rockwell, Professor, Philosophy and Digital Humanities, Director, Kule Institute and co-Director, AI4Society
Copyright 2020 University of Alberta. All rights reserved.