Interactive Learning

4 credits

Foundations and methods of interactive machine learning including multi-armed bandits, active learning, and adaptive experimental design. Stochastic and adversarial K-armed bandits, structured bandits, and contextual bandits. Online learning; adaptive data collection for supervised learning.