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:
Feb. 28, 2023

Filed:

May. 31, 2018
Applicant:

Intel Corporation, Santa Clara, CA (US);

Inventors:

Monica Lucia Martinez-Canales, Los Altos, CA (US);

Sudhir K. Singh, Dublin, CA (US);

Vinod Sharma, Menlo Park, CA (US);

Malini Krishnan Bhandaru, San Jose, CA (US);

Assignee:

Intel Corporation, Santa Clara, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06N 10/00 (2022.01); G06F 17/16 (2006.01); G06K 9/62 (2022.01); G06N 3/04 (2023.01); G06N 3/084 (2023.01); G06N 20/10 (2019.01); G06N 5/046 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 17/16 (2013.01); G06K 9/6256 (2013.01); G06K 9/6262 (2013.01); G06N 3/04 (2013.01); G06N 3/0481 (2013.01); G06N 3/084 (2013.01); G06N 5/046 (2013.01); G06N 10/00 (2019.01); G06N 20/10 (2019.01);
Abstract

A quaternion deep neural network (QTDNN) includes a plurality of modular hidden layers, each comprising a set of QT computation sublayers, including a quaternion (QT) general matrix multiplication sublayer, a QT non-linear activations sublayer, and a QT sampling sublayer arranged along a forward signal propagation path. Each QT computation sublayer of the set has a plurality of QT computation engines. In each modular hidden layer, a steering sublayer precedes each of the QT computation sublayers along the forward signal propagation path. The steering sublayer directs a forward-propagating quaternion-valued signal to a selected at least one QT computation engine of a next QT computation subsequent sublayer.


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