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US Patent 11610131 Ensembling of neural network models

Patent 11610131 was granted and assigned to SparkCognition on March, 2023 by the United States Patent and Trademark Office.

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Patent
Patent
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Patent attributes

Patent Applicant
SparkCognition
SparkCognition
0
Current Assignee
SparkCognition
SparkCognition
0
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
116101310
Patent Inventor Names
Tyler S. McDonnell0
Junhwan Choi0
Keith D. Moore0
Sari Andoni0
Elmira M. Bonab0
Date of Patent
March 21, 2023
0
Patent Application Number
168116320
Date Filed
March 6, 2020
0
Patent Primary Examiner
‌
Ryan D. Coyer
0

A method includes determining, by a processor of a computing device, a subset of models included in a plurality of models generated based on a genetic algorithm and corresponds to a first epoch of the genetic algorithm. Each of the plurality of models includes data representative of a neural network. The method includes aggregating the subset of models to generate an ensembler. The ensembler, when executed on an input, provides at least a portion of the input to each model of the subset of models to generate a plurality of intermediate outputs. An ensembler output of the ensembler is based on the plurality of intermediate outputs. The method further includes executing the ensembler on input data to determine the ensembler output.

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