The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Sep. 20, 2022
Filed:
Nov. 09, 2018
Applicant:
Samsung Electronics Co., Ltd., Suwon-si, KR;
Inventor:
Weiran Deng, Woodland Hills, CA (US);
Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01);
Abstract
A system and method that provides balanced pruning of weights of a deep neural network (DNN) in which weights of the DNN are partitioned into a plurality of groups, a count of a number of non-zero weights is determined in each group, a variance of the count of weights in each group is determined, a loss function of the DNN is minimized using Lagrange multipliers with a constraint that the variance of the count of weights in each group is equal to 0, and the weights and the Lagrange multipliers are retrained by back-propagation.