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:
Oct. 27, 2026

Filed:

Mar. 23, 2022
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Da Zheng, Fremont, CA (US);

Xiang Song, Los Altos, CA (US);

Chengru Yang, Hefei, CN;

George Karypis, Bloomington, MN (US);

Assignee:

Amazon Technologies, Inc., Seattle, WA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06N 3/04 (2023.01); G06N 3/063 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 3/04 (2013.01); G06N 3/063 (2013.01);
Abstract

An indication of a graph data set is obtained at a machine learning service. At a server identified for training a model using the graph data set, a plurality of mini-batch training iterations is conducted. A given mini-batch iteration comprises execution of a group of asynchronous tasks including a graph sampling task run at a CPU, and a model parameter learning task run at least in part at a training accelerator. At least one task of a given iteration is run in parallel with a task of another iteration. A trained version of the model is stored.


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Quick Actions:

Zheng, Da. (2026). Distributed asynchronous training of machine learning models for large graphs using multiple resource types (U.S. Patent No. 12775839). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12775839

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