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:
Jan. 03, 2023
Filed:
Jan. 26, 2018
Amazon Technologies, Inc., Seattle, WA (US);
Nagajyothi Nookula, Seattle, WA (US);
Poorna Chand Srinivas Perumalla, Seattle, WA (US);
Aashish Jindia, San Francisco, CA (US);
Eduardo Manuel Calleja, San Francisco, CA (US);
Vinay Hanumaiah, San Jose, CA (US);
Amazon Technologies, Inc., Seattle, WA (US);
Abstract
Techniques for utilizing adaptable filters for edge-based deep learning models are described. Filters may be utilized by an edge electronic device to filter elements of an input data stream so that only a subset of the elements are used as inputs to a machine learning model run by the electronic device, enabling successful operation despite the input data stream potentially being generated at a higher rate than a rate in which the ML model can be executed. The filter can be a differential-type filter that generates difference representations between consecutive elements of the data stream to determine which elements are to be passed on for the ML model, a 'smart' filter such as a neural network trained using outputs from the ML model allowing the filter to 'learn' which elements are the most likely to be of value to be passed on, or a combination of both.