ENABLING AUTOMATIC CLASSIFICATION FOR MULTI-LABEL CLASSIFICATION PROBLEMS WITH LABEL COMPLETION GUARANTEES

Patent №

US 11,841,925

Granted

2023-12-12

Filed 2020

Owner

AMAZON TECHNOLOGIES, INC.

AI components

5

ml · nlp · vision · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17117474

Devices and techniques are generally described for content classification. In some examples, first item data representing a first item may be received. The first item data may include a plurality of prediction scores output by a machine learning model. Each prediction score of the plurality of prediction scores may be associated with a respective label of a plurality of labels. In some examples, a set of one or more labels among the plurality of labels may be predicted. The set of labels may be predicted as being applicable to the first item for classification of the first item. A determination may be made that the set of one or more labels represents a complete set of labels applicable to the first item. In some examples, the first item may be classified based on the set of one or more labels.

AI classification

Machine learning1.00
Natural language1.00
Vision1.00
AI hardware0.99
Knowledge representation0.97
Planning0.40
Evolutionary computation0.02
Speech0.00

Ownership

AMAZON TECHNOLOGIES, INC.

assignment · 645400865

Assignors

CHAKRABORTY, RIA, KAVERI, PRANESH BHIMARAO, SAXENA, ROHIT KAMAL, C N, CHAITRA, GANDHI, C MANIAN

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

© 2026 NYSGPT2525 LLC