SYSTEM AND METHOD FOR PARALLELIZING AND ACCELERATING LEARNING MACHINE TRAINING AND CLASSIFICATION USING A MASSIVELY PARALLEL ACCELERATOR

Patent №

US 8,359,281

Granted

2013-01-22

Filed 2009

Owner

NEC LABORATORIES AMERICA, INC.

Lab

AI components

3

ml · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12478073

A method system for training an apparatus to recognize a pattern includes providing the apparatus with a host processor executing steps of a machine learning process; providing the apparatus with an accelerator including at least two processors; inputting training pattern data into the host processor; determining coefficient changes in the machine learning process with the host processor using the training pattern data; transferring the training data to the accelerator; determining kernel dot-products with the at least two processors of the accelerator using the training data; and transferring the dot-products back to the host processor.

AI classification

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

Ownership

NEC LABORATORIES AMERICA, INC.

assignment · 231120144

Assignors

CADAMBI, SRIHARI, DURDANOVIC, IGOR, JAKKULA, VENKATA, COSATTO, ERIC, SANKARADASS, MURUGAN, GRAF, HANS PETER, CHAKRADHAR, SRIMAT T.

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

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