Optimized Neural Network Data Organization

Patent №

US 11,615,003

Granted

2023-03-28

Filed 2021

Owner

WESTERN DIGITAL TECHNOLOGIES, INC.

Lab

AI components

2

ml · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17392111

In some implementations, the present disclosure relates to a method. The method includes obtaining a set of weights for a neural network comprising a plurality of nodes and a plurality of connections between the plurality of nodes. The method also includes identifying a first subset of weights and a second subset of weights based on the set of weights. The first subset of weights comprises weights that used by the neural network. The second subset of weights comprises weights that are prunable. The method further includes storing the first subset of weights in a first portion of a memory. A first error correction code is used for the first portion of the memory. The method further includes storing the second subset of weights in a second portion of the memory. A second error correction code is used for the second portion of the memory. The second error correction code is weaker than the first error correction code.

Machine learningAI hardwareG06F 11/1476G06F 11/1048G06F 11/1666G06N 3/044G06N 3/0442G06N 3/045G06N 3/0464G06N 3/0495+5 more

AI classification

AI hardware1.00
Machine learning0.99
Evolutionary computation0.39
Vision0.02
Speech0.01
Natural language0.00
Knowledge representation0.00
Planning0.00

Ownership

WESTERN DIGITAL TECHNOLOGIES, INC.

assignment · 570580799

Assignors

SUN, CHAO, LI, YAN, VUCINIC, DEJAN

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

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