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.

Date of Patent:
Jul. 21, 2026

Filed:

Aug. 23, 2021
Applicant:

Deere & Company, Moline, IL (US);

Inventor:

Yueqi Li, San Jose, CA (US);

Assignee:

Deere & Company, Moline, IL (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/04 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06N 5/04 (2013.01); G06N 20/00 (2019.01);
Abstract

Implementations are disclosed for automated design and implementation of machine learning (ML) state machines that include at least some aspect of machine learning. In various implementations, unstructured input may be received from a user. The unstructured input may convey operational aspect(s) of a machine learning (ML) state machine desired by the user. The unstructured input may be semantically processed to determine an intent of the user. The intent may include the operational aspect(s) of the ML state machine desired by the user. Based on the intent of the user, a plurality of modular logical routines may be selected from an existing library of modular logical routines. At least one logical routine of the selected plurality of logical routines may include logical operations that process data using one or more machine learning models. The selected plurality of logical routines may be assembled into the desired state ML state machine.


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