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:
Jan. 20, 2026

Filed:

Aug. 24, 2022
Applicant:

Jio Platforms Limited, Gujarat, IN;

Inventors:

Shailesh Kumar, Telangana, IN;

Palash Sethi, Pradesh, IN;

Assignee:

JIO PLATFORMS LIMITED, Ahmedabad, IN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/00 (2023.01); G06N 3/048 (2023.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06N 3/048 (2023.01); G06N 3/08 (2013.01);
Abstract

The present disclosure generally relates to handling data of non-linear, multi-variable complex systems. More particularly, the present disclosure relates to methods and systems for training machine learning-based computing devices to ensure adaptive sampling of highly complex data packets. The present invention provides a robust and effective solution to implement a complexity-based sampling methodology that trains the neural network in complex mapping regions, by iteratively sampling the DBMS function and training the neural network in complex regions. The system () for training the complex and non-linear neural network may be equipped with a Machine Learning (ML) Engine () to solve the problem efficiently.


Find Patent Forward Citations

Kumar, Shailesh. (2026). Method and system for learning behavior of highly complex and non-linear systems (U.S. Patent No. 12530566). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12530566

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

Loading…