Apr 25, 2024  
University of Alberta Calendar 2021-2022 
    
University of Alberta Calendar 2021-2022 [ARCHIVED CATALOG]

CMPUT 365 - Introduction to Reinforcement Learning


★ 3 (fi 6) (either term, 3-0-0) This course provides an introduction to reinforcement learning intelligence, which focuses on the study and design of learning agents that interact with a complex, uncertain world to achieve a goal. Topics include multi-armed bandits, Markov decision processes, reinforcement learning, planning, and function approximation (online supervised learning). The course takes an information-processing approach to the concept of mind and briefly touches on perspectives from psychology, neuroscience, and philosophy. The course uses a recently created MOOC on Reinforcement Learning. Prerequisites: CMPUT 175 or CMPUT 275; CMPUT 267 or consent of the instructor.