Dynamic Machine Learning Model Selection

Patent №

US 11,620,481

Granted

2023-04-04

Filed 2020

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16801686

A machine learning model selector is provided. A set of machine learning (ML) models are trained based on a first training dataset. The set of trained ML model is executed on a second training dataset to generate a corresponding output for a set of data instances in the second training dataset. For each data instance in the set of data instances, a corresponding ranking of ML models is generated based on the corresponding output for the data instance generated by the set of ML models. A ML model selector is trained based on the data instances in the set of data instances and the corresponding ranking of ML models, to select a trained ML model based on an input data instance.

Machine learningNatural languageVisionKnowledge representationPlanningAI hardwareG06F 21/552G06F 8/65G06F 18/214G06F 18/24G06F 18/2433G06F 18/285G06F 21/554G06F 21/577+6 more

AI classification

Machine learning1.00
Planning1.00
Knowledge representation1.00
AI hardware0.97
Natural language0.95
Vision0.90
Evolutionary computation0.04
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 519370587

Assignors

GIVENTAL, GARY I., BHATIA, AANKUR, RAJAKUMAR, JOEL

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

From the same owner

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