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. 17, 2023
Filed:
Mar. 27, 2019
Applicant:
Microsoft Technology Licensing, Llc, Redmond, WA (US);
Inventors:
Xiaowen Zhang, Santa Clara, CA (US);
Girish Kathalagiri Somashekariah, Santa Clara, CA (US);
Samaneh Abbasi Moghaddam, Santa Clara, CA (US);
Assignee:
Microsoft Technology Licensing, LLC, Redmond, WA (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/00 (2019.01); G06F 9/30 (2018.01); G06F 16/9538 (2019.01); G06F 16/903 (2019.01); G06N 20/00 (2019.01); G06F 18/2113 (2023.01);
U.S. Cl.
CPC ...
G06F 18/2113 (2023.01); G06F 9/30069 (2013.01); G06F 16/90335 (2019.01); G06F 16/9538 (2019.01); G06N 20/00 (2019.01);
Abstract
In an example embodiment, a skip logic using downsampling is applied to negative signals on a training data set fed to a machine-learning algorithm to train a machine-learned model. By downsampling the negatively labeled pieces of training data, the technical problem encountered in biasing the machine-learned model towards negative cases is overcome.