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:
Mar. 31, 2026
Filed:
Jun. 23, 2022
Amazon Technologies, Inc., Seattle, WA (US);
Mahit Murthy, Bellevue, WA (US);
Amazon Technologies, Inc., Seattle, WA (US);
Abstract
A system for generating recommended computing resource configurations for machine learning services is described. The system includes computing resources to host a machine learning model. The system includes a machine learning recommendation service to receive, from a client via an interface, a request to monitor the computing resources. The recommendation service monitors the machine learning model, including recording utilization metrics of the computing resources, recording the different inference requests, and recording the respective inferences. The recommendation service generates a recommended computing resource configuration for the machine learning model based on the utilization metrics and an optimization objective for utilizing computing resources. The recommendation service determines to provide the recommended computing resource configuration based on an accuracy analysis performed for the machine learning model deployed on the recommended computing resource configuration. The recommendation service provides the recommended computing resource configuration for the deployed machine learning model.