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US Patent 11977847 Dynamically updated text classifier

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Is a
Patent
Patent
0

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
119778470
Patent Inventor Names
Aron Szanto0
Sireesh Gururaja0
Domenic Puzio0
Date of Patent
May 7, 2024
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Patent Application Number
181585600
Date Filed
January 24, 2023
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Patent Citations
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US Patent 10235994 Modular deep learning model
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US Patent 10789533 Generating a consistently labeled training dataset by automatically generating and displaying a set of most similar previously-labeled texts and their previously assigned labels for each text that is being labeled for the training dataset
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US Patent 10664722 Image processing arrangements
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US Patent 11586987 Dynamically updated text classifier
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US Patent 7792353 Retraining a machine-learning classifier using re-labeled training samples
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US Patent 9390086 Classification system with methodology for efficient verification
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Patent Primary Examiner
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Ted T. Vo
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CPC Code
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G06N 20/20
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G06F 40/30
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Patent abstract

A method for dynamically updating a machine learning model is provided. The method comprises receiving first data comprising a first number of documents, training a first machine learning model with the first data, and releasing the first machine learning model for use. After receipt of the first data, second data is received comprising a second number of documents. A concept labeling engine, according to the first machine learning model, labels a concept for at least one document in the second data. Responsive to determining that a distribution of words in the second data deviates from a distribution of words in the first data beyond a specified threshold, the first machine learning model is retrained with at least part of the second data, the retraining producing a second machine learning model; and releasing the second machine learning model for use.

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