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:
May. 26, 2026

Filed:

Sep. 01, 2022
Applicant:

Juniper Networks, Inc., Sunnyvale, CA (US);

Inventors:

Sarath Gollapudi, Bangalore, IN;

Pooja Sambhaji Ayanile, Latur, IN;

Sabyasachi Mukhopadhyay, Bangalore, IN;

Sanjeev Kumar Mishra, Bangalore, IN;

Rakshith N, Puttur, IN;

Subhabrata Banerjee, Bangalore, IN;

Darshan Tirumale Dhanaraj, Bangalore, IN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 18/21 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 18/2193 (2023.01); G06N 20/00 (2019.01);
Abstract

A device may receive a machine learning model, training data, and test data, and may perform a unit test on the machine learning model to generate unit test results. The device may perform regression tests on the machine learning model, with the training data and the test data, to calculate model scores, create graphs, determine inference delays, and identify missing points for the machine learning model. The device may perform scale and longevity tests on the machine learning model, with the training data and the test data, to identify additional missing points and calculate a resource utilization for the machine learning model. The device may update the machine learning model, to generate an updated machine learning model, based on the unit test results, the model scores, the graphs, the inference delays, the missing points, the additional missing points, or the resource utilization.


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