ARTIFICIAL INTELLIGENCE SYSTEM FOR AUTOMATED ADAPTATION OF TEXT-BASED CLASSIFICATION MODELS FOR MULTIPLE LANGUAGES

Patent №

US 10,417,350

Granted

2019-09-17

Filed 2017

Owner

AMAZON TECHNOLOGIES, INC.

AI components

6

ml · nlp · vision · speech · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

15688678

Influential token combinations corresponding to various classes associated with a machine learning model trained to classify text collections expressed in a first language are identified. A similarity metric between one or more influential token combinations and a classification candidate text collection (expressed in a second language) is determined. A substitute text collection corresponding to the classification candidate is generated based at least partly on the similarity metric. The substitute text collection is used as input to one or more machine learning models to identify a predicted class of the classification candidate.

Machine learningNatural languageVisionSpeechKnowledge representationAI hardwareG06F 40/58G06F 16/353G06F 40/216G06F 40/263G06F 40/284G06F 40/44G06F 40/45G06N 20/00+1 more

AI classification

Machine learning1.00
Natural language1.00
AI hardware1.00
Speech0.87
Vision0.77
Knowledge representation0.55
Planning0.39
Evolutionary computation0.24

Ownership

AMAZON TECHNOLOGIES, INC.

assignment · 434320295

Assignors

MOHAMED, MOHAMED THAHIR PEER, NAZEERUDDIN, MOHAMMED, SIDDIQUI, FAIZI, ZHU, BIN

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

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