MULTILINGUAL DEEP NEURAL NETWORK

Patent №

US 9,842,585

Granted

2017-12-12

Filed 2013

Owner

MICROSOFT CORPORATION

AI components

5

ml · nlp · vision · speech · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

13792241

Described herein are various technologies pertaining to a multilingual deep neural network (MDNN). The MDNN includes a plurality of hidden layers, wherein values for weight parameters of the plurality of hidden layers are learned during a training phase based upon training data in terms of acoustic raw features for multiple languages. The MDNN further includes softmax layers that are trained for each target language separately, making use of the hidden layer values trained jointly with multiple source languages. The MDNN is adaptable, such that a new softmax layer may be added on top of the existing hidden layers, where the new softmax layer corresponds to a new target language.

Machine learningNatural languageVisionSpeechAI hardwareG10L 15/063G06N 3/045G06N 3/0499G06N 3/084G06N 3/09G06N 3/096G10L 15/16

AI classification

Speech1.00
Natural language1.00
Machine learning1.00
AI hardware1.00
Vision0.93
Planning0.01
Knowledge representation0.00
Evolutionary computation0.00

Ownership

MICROSOFT CORPORATION

assignment · 299580130

Assignors

HUANG, JUI-TING, LI, JINYU, YU, DONG, DENG, LI, GONG, YIFAN

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

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