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. 10, 2020

Filed:

Feb. 21, 2018
Applicant:

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

Inventors:

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

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

Jeffrey John Geevarghese, Vancouver, CA;

Taylor Goodhart, Issaquah, WA (US);

Charles Drummond Swan, Seattle, WA (US);

Assignee:

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

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 9/455 (2018.01); G06F 9/50 (2006.01); G06N 5/04 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 9/45558 (2013.01); G06F 9/455 (2013.01); G06F 9/5055 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01); G06F 2009/45575 (2013.01); G06F 2009/45579 (2013.01);
Abstract

Techniques for packaging and deploying algorithms utilizing containers for flexible machine learning are described. In some embodiments, users can create or utilize simple containers adhering to a specification of a machine learning service in a provider network, where the containers include code for how a machine learning model is to be trained and/or executed. The machine learning service can automatically train a model and/or host a model using the containers. The containers can use a wide variety of algorithms and use a variety of types of languages, libraries, data types, etc. Users can thus implement machine learning training and/or hosting with extremely minimal knowledge of how the overall training and/or hosting is actually performed.


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