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.

Date of Patent:
Aug. 31, 2021

Filed:

Feb. 28, 2018
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventor:

Jeffrey William Pasternack, Belmont, CA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06Q 50/00 (2012.01); G06F 17/18 (2006.01); G06F 7/00 (2006.01); G06F 40/40 (2020.01); G06Q 30/02 (2012.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 7/00 (2013.01); G06F 17/18 (2013.01); G06F 40/40 (2020.01); G06Q 50/01 (2013.01); G06Q 30/0251 (2013.01);
Abstract

Systems, devices, media, and methods are presented for dynamically sampling training elements while training a plurality of machine learning models. The systems and methods access a plurality of training elements and generate an element buffer including a specified number of positions. The systems and methods generate a random value for each position for the element buffer and map a training element of the plurality of training elements to each position within the element buffer in a first order. The systems and methods generate a second order for the training elements and allocate the training elements to a plurality of machine learning models according to the second order.


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