MACHINE LEARNING BASED FUNCTION TESTING

Patent №

US 11,625,641

Granted

2023-04-11

Filed 2018

Owner

ESURANCE INSURANCE SERVICES, INC.

Lab

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16235516

A method for determining the performance metric of a function may include interpolating the performance metric of the function relative to a known performance metric of a reference function. The performance metric of the function may be interpolated based on a first difference in a performance of the function measured by applying a first machine learning model and a performance of the function measured by applying a second machine learning model. The performance metric of the function may be further interpolated based on a second difference in a performance of the reference function measured by applying the first machine learning model and a performance of the reference function measured by applying the second machine learning model. The function may be deployed to a production system if the performance metric of the function exceeds a threshold value. Related systems and articles of manufacture, including computer program products, are also provided.

Machine learningKnowledge representationPlanningAI hardwareG06N 3/084G06N 20/00G06N 3/045G06N 3/0464G06N 3/09G06N 5/04

AI classification

AI hardware1.00
Planning1.00
Knowledge representation0.74
Machine learning0.73
Vision0.06
Natural language0.03
Evolutionary computation0.01
Speech0.00

Ownership

ESURANCE INSURANCE SERVICES, INC.

assignment · 478700094

Assignors

ROBERTS, CHERYL

On an employer assignment, the assignors are typically the inventors.

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