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US Patent 11182675 Systems and methods for adaptive training neural networks

Patent 11182675 was granted and assigned to Deep Labs on November, 2021 by the United States Patent and Trademark Office.

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Patent abstractTimelineTable: Further ResourcesReferences
Is a
Patent
Patent
1

Patent attributes

Patent Applicant
Deep Labs
Deep Labs
1
Current Assignee
Deep Labs
Deep Labs
1
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
111826751
Patent Inventor Names
Scott Edington1
Patrick Faith1
Date of Patent
November 23, 2021
1
Patent Application Number
173232751
Date Filed
May 18, 2021
1
Patent Primary Examiner
‌
David F Dunphy
1
Patent abstract

The present disclosure relates to systems and methods for creating and training neural networks. The method includes collecting a set of signals from a database; applying a transform to each signal to create a modified set of signals, wherein signals of the modified set of signals are wavelets; iteratively, for each of a subset of the modified signals: training the neural network using a modified signal of the subset by adding at least one node to the neural network in response to an error function of an analysis of the modified signal exceeding a threshold; removing nodes from the neural network with activation rates below an activation rate threshold; and grouping each node into a lobe among a plurality of lobes, wherein nodes belonging to a lobe have a common characteristic.

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