METHOD, ELECTRONIC DEVICE AND COMPUTER READABLE MEDIUM FOR INFORMATION PROCESSING FOR ACCELERATING NEURAL NETWORK TRAINING

Patent №

US 11,640,528

Granted

2023-05-02

Filed 2019

Owner

BAIDU USA LLC

Lab

AI components

5

ml · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16660259

A method for information processing for accelerating neural network training. The method includes: acquiring a neural network corresponding to a deep learning task; and performing iterations of iterative training on the neural network based on a training data set. The training data set includes task data corresponding to the deep learning task. The iterative training includes: processing the task data in the training data set using a current neural network, and determining, based on a processing result of the neural network on the task data in a current iterative training, prediction loss of the current iterative training; determining a learning rate and a momentum in the current iterative training; and updating weight parameters of the current neural network by gradient descent based on a preset weight decay, and the learning rate, the momentum, and the prediction loss in the current iterative training. This method achieves efficient and low-cost deep learning-based neural network training.

Machine learningVisionKnowledge representationPlanningAI hardwareG06N 3/08G06N 3/088G06N 3/045G06N 3/0464G06N 3/048G06N 3/09G06N 3/098G06N 20/00

AI classification

Machine learning1.00
AI hardware1.00
Vision1.00
Knowledge representation0.99
Planning0.97
Natural language0.16
Speech0.00
Evolutionary computation0.00

Ownership

BAIDU USA LLC

assignment · 510120788

Assignors

CHENG, ZHIYU, LI, BAOPU, BAO, YINGZE

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

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