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.
Patent No.:
Date of Patent:
Feb. 22, 2022
Filed:
Mar. 13, 2018
Amazon Technologies, Inc., Seattle, WA (US);
Thomas Albert Faulhaber, Jr., Seattle, WA (US);
Edo Liberty, New York, NY (US);
Stefano Stefani, Issaquah, WA (US);
Zohar Karnin, Hoboken, NJ (US);
Craig Wiley, Redmond, WA (US);
Steven Andrew Loeppky, Seattle, WA (US);
Swaminathan Sivasubramanian, Sammamish, WA (US);
Alexander Johannes Smola, Sunnyvale, CA (US);
Taylor Goodhart, Issaquah, WA (US);
Amazon Technologies, Inc., Seattle, WA (US);
Abstract
Techniques for dynamic accuracy-based experimentation and deployment of machine learning (ML) models are described. Inference traffic flowing to ML models and the accuracy of the models is analyzed and used to ensure that better performing models are executed more often via model selection. A predictive component can evaluate which model is more likely to be accurate for certain input data elements. Ensemble techniques can combine inference results of multiple ML models to aim to achieve a better overall result than any individual model could on its own.