CREATING TEXT CLASSIFICATION MACHINE LEARNING MODELS

Patent №

US 11,734,937

Granted

2023-08-22

Filed 2020

Owner

AMAZON TECHNOLOGIES, INC.

AI components

6

ml · nlp · vision · speech · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16733079

Techniques for creating a text classifier machine learning (ML) model are described. According to some embodiments, a language processing service finetunes a language ML model on unlabeled documents of a user, and then trains that finetuned language ML model on labeled documents of the user to be a text classifier that is customized for that user’s domain, e.g., the user’s documents. Additionally, the finetuned language ML model may be trained on labeled documents of the user, for prediction objectives for unlabeled data, before being trained as the text classifier.

Machine learningNatural languageVisionSpeechPlanningAI hardwareG06V 30/10G06V 30/18G06F 18/2155G06N 5/04G06N 20/10G06N 20/20G06V 10/7753G06N 3/0455

AI classification

Natural language1.00
Machine learning1.00
AI hardware1.00
Speech1.00
Planning0.97
Vision0.64
Knowledge representation0.45
Evolutionary computation0.00

Ownership

AMAZON TECHNOLOGIES, INC.

assignment · 514050499

Assignors

PUSHKIN, YAHOR, BODAPATI, SRAVAN BABU, ANUBHAI, RISHITA RAJAL, SOULIOS, DIMITRIOS, AL-ONAIZAN, YASER

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

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