Online Learning and Sequential Decision-Making

Online learning, one of the leading paradigms of machine learning, has been applied to a large-scale training, reinforcement learning, recommendation systems, digital markets, game theory, and more. This course will introduce the fundamental online learning algorithms with full and partial feedback, describe the main techniques for their analysis, and derive rigorous bounds on their performance.