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:
Apr. 14, 2025

Filed:

Mar. 22, 2018
Applicant:

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

Inventors:

Edo Liberty, New York, NY (US);

Thomas Albert Faulhaber, Jr., Seattle, WA (US);

Zohar Karnin, Hoboken, NJ (US);

Gowda Dayananda Anjaneyapura Range, Redmond, WA (US);

Amir Sadoughi, New York, NY (US);

Swaminathan Sivasubramanian, Sammamish, WA (US);

Alexander Johannes Smola, Sunnyvale, CA (US);

Stefano Stefani, Issaquah, WA (US);

Craig Wiley, Redmond, WA (US);

Assignee:

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

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2018.12); G06F 9/48 (2005.12);
U.S. Cl.
CPC ...
G06N 20/00 (2018.12); G06F 9/4881 (2012.12);
Abstract

Techniques for in-flight scaling of machine learning training jobs are described. A request to execute a machine learning (ML) training job is received within a provider network, and the ML training job is executed using a first one or more compute instances. Upon a determination that a performance characteristic of the ML training job satisfies a scaling condition, a second one or more compute instances are added to the ML training job while the first one or more compute instances continue to execute portions of the ML training job.


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