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:
Sep. 14, 2021

Filed:

Aug. 27, 2020
Applicant:

Google Llc, Mountain View, CA (US);

Inventors:

Hugh Brendan McMahan, Seattle, WA (US);

Jakub Konecny, Edinburgh, GB;

Eider Brantly Moore, Seattle, WA (US);

Daniel Ramage, Seattle, WA (US);

Blaise H. Aguera-Arcas, Seattle, WA (US);

Assignee:

Google LLC, Mountain View, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/17 (2006.01); G06N 20/00 (2019.01); G06F 17/11 (2006.01); G06F 30/00 (2020.01); G06F 111/02 (2020.01);
U.S. Cl.
CPC ...
G06F 17/17 (2013.01); G06F 17/11 (2013.01); G06F 30/00 (2020.01); G06N 20/00 (2019.01); G06F 2111/02 (2020.01);
Abstract

Systems and methods of determining a global model are provided. In particular, one or more local updates can be received from a plurality of user devices. Each local update can be determined by the respective user device based at least in part on one or more data examples stored on the user device. The one or more data examples stored on the plurality of user devices are distributed on an uneven basis, such that no user device includes a representative sample of the overall distribution of data examples. The local updates can then be aggregated to determine a global model.


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