Invention Grant
- Patent Title: System and method for parallelizing and accelerating learning machine training and classification using a massively parallel accelerator
- Patent Title (中): 使用大规模并行加速器并行和加速学习机训练和分类的系统和方法
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Application No.: US12478073Application Date: 2009-06-04
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Publication No.: US08359281B2Publication Date: 2013-01-22
- Inventor: Srihari Cadambi , Igor Durdanovic , Venkata Jakkula , Eric Cosatto , Murugan Sankaradass , Hans Peter Graf , Srimat T. Chakradhar
- Applicant: Srihari Cadambi , Igor Durdanovic , Venkata Jakkula , Eric Cosatto , Murugan Sankaradass , Hans Peter Graf , Srimat T. Chakradhar
- Applicant Address: US NJ Princeton
- Assignee: NEC Laboratories America, Inc.
- Current Assignee: NEC Laboratories America, Inc.
- Current Assignee Address: US NJ Princeton
- Agent Joseph Kolodka; Paul Schwarz
- Main IPC: G06F15/18
- IPC: G06F15/18

Abstract:
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.
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