Deep learning: a statistical viewpoint

<jats:p>The remarkable practical success of deep learning has revealed some major surprises from a theoretical perspective. In particular, simple gradient methods easily find near-optimal solutions to non-convex optimization problems, and despite giving a near-perfect fit to training data with...

Full description

Bibliographic Details
Main Authors: Bartlett, Peter L, Montanari, Andrea, Rakhlin, Alexander
Other Authors: Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences
Format: Article
Language:English
Published: Cambridge University Press (CUP) 2021
Online Access:https://hdl.handle.net/1721.1/138312