Executing a genetic algorithm on a low-power controller

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United States of America Patent

PATENT NO 11829883
SERIAL NO

17017065

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Abstract

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A method includes selecting a subset of models from a plurality of models. The plurality of models is 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 performing at least one genetic operation of the genetic algorithm with respect to at least one model of the subset to generate a trainable model. The method includes determining a rate of improvement associated with prior backpropagation iterations. The method includes selecting, based on the rate of improvement, one of the trainable model or a prior trainable model as a selected trainable model. The method includes generating the trained model including training the selected trainable model. The method includes adding the trained model as input to a second epoch of the genetic algorithm that is subsequent to the first epoch.

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Patent Owner(s)

  • SPARKCOGNITION, INC.

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Husain, Syed Mohammad Amir Georgetown, US 98 1648

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