CUSTOMIZABLE MACHINE LEARNING MODELS

Patent №

US 11,615,341

Granted

2023-03-28

Filed 2019

Owner

CEB INC.

+2 more

Lab

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16519053

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for customizable machine learning models. In some implementations, data is received, including (i) example data sets and (ii) data specifying one or more criteria to be assessed. A set of multiple models is trained, where each model in the set of models is trained using a training data set comprising a different subset of the example data sets. Output of the models is obtained for various example data sets, and a combination of n-grams is selected based on the outputs. The example data sets are used to train a classifier to evaluate input data with respect to the specified one or more criteria based on whether the input data includes the n-grams in the selected combination of n-grams.

AI classification

Machine learning1.00
Natural language1.00
AI hardware1.00
Vision0.97
Knowledge representation0.91
Planning0.76
Speech0.08
Evolutionary computation0.00

Ownership

CEB INC.

assignment · 509290986

SHL US LLC

assignment · 509300058

SUNSTONE ANALYTICS

assignment · 509400103

Assignors

AMINZADEH, ARYA RYAN, ALEXANDER, AMAN CHERIAN

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

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