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:
Aug. 20, 2024
Filed:
Feb. 05, 2018
Amazon Technologies, Inc., Seattle, WA (US);
Poorna Chand Srinivas Perumalla, Seattle, WA (US);
Nagajyothi Nookula, Seattle, WA (US);
Aashish Jindia, San Francisco, CA (US);
Vinay Hanumaiah, San Jose, CA (US);
Eduardo Manuel Calleja, San Francisco, CA (US);
Amazon Technologies, Inc., Seattle, WA (US);
Abstract
Techniques for input adaptation from disparate data sources for heterogeneous machine learning model execution are described. A preprocessing adapter can perform preprocessing of data obtained from edge devices to suit the input data characteristic requirements of one or more machine learning (ML) models. The preprocessing adapter can determine the input data characteristic requirements in a variety of ways, such as via analysis of the input layer of a ML model or through data variation testing and associated feedback resulting from output data generated by the ML model.