公开(公告)号：US12026619B1

公开(公告)日：2024-07-02

申请号：US16710951

申请日：2019-12-11

Applicant: Amazon Technologies, Inc.

Inventor： Maxim Berman ,  Leonid Pishchulin ,  Ning Xu ,  Gerard Guy Medioni

IPC: G06N3/082 ,  G06F11/30 ,  G06N3/04

CPC classification number: G06N3/082 ,  G06F11/3058 ,  G06N3/04

Abstract: Disclosed are systems and methods to perform neural architecture search (“NAS”) that automatically optimizes for the number of channels to allocate to each layer of a deep neural network. Some implementations include a pairwise slimming that includes a global optimization step. Likewise, in some implementations, a bias toward a region of interest may be applied to channel path selection during training.