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System and Method for Parallelizing and Accelerating Learning Machine Training and Classification Using a Massively Parallel Accelerator

  • US 20090304268A1
  • Filed: 06/04/2009
  • Published: 12/10/2009
  • Est. Priority Date: 06/04/2008
  • Status: Active Grant
First Claim
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1. A method for training an apparatus to recognize a pattern, the method comprising the steps of:

  • 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;

    transferring the training data to the accelerator;

    determining coefficient changes in the machine learning process with the host processor using the training pattern data;

    transferring indices pertaining to one or more training vectors to the acceleratordetermining 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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