1. Towards Sample Efficiency in Deep Learning Open Access Author: Jenkins, Porter Title: Towards Sample Efficiency in Deep Learning Graduate Program: Information Sciences and Technology Keywords: Deep LearningMachine LearningBayesianRepresentation Learning File: Download Final_Defense__Towards_Statistical_Efficiency_in_Deep_Learning.pdf Committee Members: Jessie Li, Dissertation Advisor/Co-AdvisorJessie Li, Committee Chair/Co-ChairSuhang Wang, Committee MemberZihan Zhou, Committee MemberEphraim Mont Hanks, Outside MemberVasant Gajanan Honavar, Program Head/Chair