The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
May. 25, 2021

Filed:

Apr. 28, 2017
Applicant:

Intel Corporation, Santa Clara, CA (US);

Inventors:

Brian T. Lewis, Palo Alto, CA (US);

Rajkishore Barik, Santa Clara, CA (US);

Murali Sundaresan, Sunnyvale, CA (US);

Leonard Truong, Santa Clara, CA (US);

Feng Chen, Shanghai, CN;

Xiaoming Chen, Shanghai, CN;

Mike B. Macpherson, Portland, OR (US);

Assignee:

INTEL CORPORATION, Santa Clara, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/00 (2006.01); G06N 3/063 (2006.01); G06N 3/04 (2006.01); G06F 7/483 (2006.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
G06N 3/063 (2013.01); G06F 7/483 (2013.01); G06N 3/0445 (2013.01); G06N 3/0454 (2013.01); G06N 3/084 (2013.01);
Abstract

A mechanism is described for facilitating efficient training of neural networks at computing devices. A method of embodiments, as described herein, includes detecting one or more inputs for training of a neural network, and introducing randomness in floating point (FP) numbers to prevent overtraining of the neural network, where introducing randomness includes replacing less-significant low-order bits of operand and result values with new low-order bits during the training of the neural network.


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