Accuracy of Classification Models

Patent №

US 11,640,559

Granted

2023-05-02

Filed 2020

Owner

ORBOTECH LTD.

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17107851

An Artificial Intelligence system, an apparatus and, a computer program product and a method for automatic improvement of artificial intelligence classification models. A model-performance measurement of the classification model is iteratively improved by at least a predetermined target goal in each iteration. The iterative improvement comprises generating a hypotheses graph for improving the classification model, based on a list of hypotheses and scores thereof. Each hypothesis relates to a strategy for potentially improving the classification model, and is associated with a score indicating a likelihood that an application thereof improves the model-performance measurement. Each node of the hypotheses graph comprises a hypothesis of the list of hypotheses. The iterative improvement further comprises selecting a selected hypothesis from the hypotheses graph based on a traversal thereof; and executing the selected hypothesis thereby updating the classification model and improving the model-performance measurement by at least the predetermined target goal.

Machine learningVisionKnowledge representationPlanningAI hardwareG06N 20/00G06F 18/214G06F 18/217G06F 18/24G06F 18/29G06N 3/006G06N 3/0464G06N 3/08+10 more

AI classification

Machine learning1.00
Planning1.00
Vision1.00
Knowledge representation0.96
AI hardware0.64
Evolutionary computation0.04
Natural language0.02
Speech0.00

Ownership

ORBOTECH LTD.

assignment · 550440459

Assignors

RAVEH, GONEN, GOSHEN, ELAD

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

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