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:
Nov. 09, 2021

Filed:

Nov. 22, 2017
Applicant:

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

Inventors:

Stefano Stefani, Issaquah, WA (US);

Leo Parker Dirac, Seattle, WA (US);

Taylor Goodhart, Issaquah, WA (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/04 (2006.01); H04L 29/06 (2006.01); H04L 12/24 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06N 5/046 (2013.01); G06N 20/00 (2019.01); H04L 41/16 (2013.01); H04L 63/0428 (2013.01);
Abstract

A machine learning model inference routing system in a machine learning service is described herein. The machine learning model inference routing system includes load balancer(s), network traffic router(s), an endpoint registry, and a feedback processing system that collectively allow the machine learning model inference routing system to adjust the routing of inferences based on machine learning model accuracy, demand, and/or the like. In addition, the arrangement of components in the machine learning model inference routing system enables the machine learning service to perform shadow testing, support ensemble machine learning models, and/or improve existing machine learning models using feedback data.


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