Associate Professor, Department of Computing Science, University of Alberta
Canada CIFAR AI Chair
Director of the Alberta Machine Intelligence Institute (Amii)
Principal Investigator (PI) of the Reinforcement Learning and Artificial Intelligence Lab (RLAI)
Pioneered real-world applications of reinforcement learning in drinking and wastewater treatment plants
Background
Research interests include Continual Learning, Reinforcement Learning, Robotics, Knowledge Representation, and Intrinsic Motivation.
Focused on understanding fundamental principles of learning in both simulated environments and industrial control applications.
Models intelligence as a reinforcement-learning agent continually interacting with an unknown environment and learning from a scalar reward signal rather than explicit feedback.
Passionate about strong empirical practices and new methodologies to assess real-world readiness of algorithms.
Co-founder of RL Core Technologies, a startup applying AI and machine learning to industrial control.