Workshop Organizers Francis Bach, INRIA - Ecole Normale Supérieure Michael Davies, University of Edinburgh Rémi Gribonval, INRIA Lester Mackey, University of California, Berkeley Michael Mahoney, Stanford University Mehryar Mohri, Courant Institute (NYU) and Google Research Guillaume Obozinski, INRIA - Ecole Normale Supérieure Ameet Talwalkar, University of California, Berkeley