Domain Adaptation - 20 Years of Theory Chasing Practice

Watch a 37-minute lecture from the Simons Institute where Professor Shai Ben-David from the University of Waterloo explores the evolving relationship between theory and practice in domain adaptation (DA) learning. Examine how the growing applications of DA have demonstrated impressive successes while theoretical developments, though providing new insights and algorithmic paradigms, appear to be increasingly diverging from practical implementations. Gain perspective on the widening theory-practice gap in this field through an expert's analysis of two decades of development in domain adaptation research and applications.