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
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.