Stochastics and Statistics Seminar Series Samory Kpotufe, Columbia University
Adaptivity in Domain Adaptation and Friends
Abstract: Domain adaptation, transfer, multitask, meta, few-shots, representation, or lifelong learning … these are all important recent directions in ML that all touch at the core of what we might mean by ‘AI’. As these directions all concern learning in heterogeneous and ever-changing environments, they all share a central question: what information a data distribution…