Towards Effective Theories for Deep Learning and Beyond

Deep learning has been quite successful in the past decade, with fantastic progress made across multiple domains such as computer vision, natural language processing, and Reinforcement learning. However, the theoretical understanding of its success is limited, and its behavior constantly defies our...

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Bibliographic Details
Main Author: Zhai, Xiyu
Other Authors: Rakhlin, Alexander (Sasha)
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/156548