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:
Jul. 02, 2024
Filed:
May. 30, 2019
Applicant:
Samsung Electronics Co., Ltd., Suwon-si, KR;
Inventors:
Assignee:
Samsung Electronics Co., Ltd., Suwon-si, KR;
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06N 5/04 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 5/04 (2013.01);
Abstract
A method of quantizing parameters of a neural network includes calculating, for each of the parameters, a bit shift value indicating a degree outside a bit range of a fixed-point format for quantizing the parameters, updating the fixed-point format based on the calculated bit shift values of the parameters, and quantizing parameters updated in a learning or inference process according to the updated fixed-point format.