Specializing Neural Networks for Heterogeneous Systems

Patent №

US 11,620,516

Granted

2023-04-04

Filed 2019

Owner

ARM LIMITED

Lab

AI components

5

ml · vision · speech · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16724849

The present disclosure advantageously provides a heterogenous system, and a method for generating an artificial neural network (ANN) for a heterogenous system. The heterogenous system includes a plurality of processing units coupled to a memory configured to store an input volume. The plurality of processing units includes first and second processing units. The first processing unit includes a first processor and is configured to execute a first ANN, and the second processing unit includes a second processor and is configured to execute a second ANN. The first and second ANNs respectively include an input layer, at least one processor-optimized hidden layer and an output layer. The second ANN hidden layers are different than the first ANN hidden layers.

Machine learningVisionSpeechKnowledge representationAI hardwareG06N 3/08G06N 3/045G06N 3/0464G06N 3/063G06N 3/082G06N 3/09G06N 3/092G06N 3/0985+2 more

AI classification

Machine learning1.00
AI hardware1.00
Vision0.94
Speech0.77
Knowledge representation0.53
Planning0.19
Natural language0.11
Evolutionary computation0.00

Ownership

ARM LIMITED

assignment · 528220428

Assignors

LOH, DANNY DAYSANG, MENG, LINGCHUAN, SUDA, NAVEEN, KUNZE, ERIC, INCI, AHMET FATIH

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

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