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:
Sep. 15, 2026
Filed:
Oct. 14, 2021
Axon Enterprise, Inc., Scottsdale, AZ (US);
Avi R. Geiger, Seattle, WA (US);
Leo Dirac, Seattle, WA (US);
Axon Enterprise, Inc., Scottsdale, AZ (US);
Abstract
A machine learning system may be deployed with a less-than-optimal classification system, but may include a human in the loop system to rapidly assist in classification and deployment. The human's input may be returned as a response to a query and may also be stored for re-training the machine learning system. With a rapid human response, a machine learning system may be deployed and may 'learn' over time. A multi-stage human intervention system may have a rapid response human interface, and if the first human encounters ambiguity, the request may be elevated to a second stage human expert for resolution. Such a system may be deployed using a generic or semi-generic classification system, and as the human responses are accumulated, the machine learning system may be repeatedly re-trained to reach a desired performance level.