Classifying Resources Using a Deep Network

Patent №

US 9,147,154

Granted

2015-09-29

Filed 2013

Owner

GOOGLE INC.

AI components

4

ml · nlp · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13802462

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for scoring concept terms using a deep network. One of the methods includes receiving an input comprising a plurality of features of a resource, wherein each feature is a value of a respective attribute of the resource; processing each of the features using a respective embedding function to generate one or more numeric values; processing the numeric values using one or more neural network layers to generate an alternative representation of the features, wherein processing the floating point values comprises applying one or more non-linear transformations to the floating point values; and processing the alternative representation of the input using a classifier to generate a respective category score for each category in a pre-determined set of categories, wherein each of the respective category scores measure a predicted likelihood that the resource belongs to the corresponding category.

Machine learningNatural languageVisionAI hardwareG06N 3/04G06F 3/0484G06F 16/24578G06F 16/353G06F 16/951G06F 18/2413G06N 3/02G06N 3/042+6 more

AI classification

Natural language1.00
Machine learning1.00
AI hardware1.00
Vision0.98
Knowledge representation0.41
Evolutionary computation0.01
Speech0.00
Planning0.00

Ownership

GOOGLE INC.

assignment · 314720993

Assignors

WANG, QINGZHOU, LIANG, YU, YANG, KE, CHEN, KAI

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

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