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:
Oct. 12, 2021
Filed:
Oct. 11, 2019
Applicant:
Baidu Usa, Llc, Sunnyvale, CA (US);
Inventors:
Baopu Li, Santa Clara, CA (US);
Zhiyu Cheng, Sunnyvale, CA (US);
Yingze Bao, Mountain View, CA (US);
Assignee:
Baidu USA LLC, Sunnyvale, CA (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06F 17/15 (2006.01); G06N 3/04 (2006.01); G06K 9/62 (2006.01);
U.S. Cl.
CPC ...
G06K 9/6267 (2013.01); G06F 17/15 (2013.01); G06K 9/6256 (2013.01); G06N 3/04 (2013.01); G06N 3/084 (2013.01);
Abstract
Presented herein are embodiments of a training deep learning models. In one or more embodiments, a compact deep learning model comprises fewer layers, which require fewer floating-point operations (FLOPs). Presented herein are also embodiments of a new learning rate function, which can adaptively change the learning rate between two linear functions. In one or more embodiments, combinations of half-precision floating point format training together with larger batch size in the training process may also be employed to aid the training process.