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:
Apr. 21, 2026
Filed:
Nov. 14, 2022
Samsara Inc., San Francisco, CA (US);
Narendran Rajan, San Diego, CA (US);
Sharan Srinivasan, Newark, CA (US);
Jing Wang, Toronto, CA;
Yan Wang, Mercer Island, WA (US);
Samsara Inc., San Francisco, CA (US);
Abstract
A method and apparatus of utilizing an edge device comprising storing in a memory a pre-installed trained machine learning model, the machine learning model comprising a fixed base portion and a flexible portion. The method further comprises, when the edge device is installed, collecting data using one or more sensors on the edge device, and using the fixed base portion of the machine learning model on the data for a first aspect classification, while using the flexible portion of the machine learning model for a second aspect classification. The method further comprises calibrating the flexible portion of the machine learning model during the use.