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:
Nov. 02, 2021

Filed:

Oct. 20, 2017
Applicant:

Uber Technologies, Inc., San Francisco, CA (US);

Inventors:

Zoubin Ghahramani, Cambridge, GB;

Douglas Bemis, San Francisco, CA (US);

Theofanis Karaletsos, San Francisco, CA (US);

Assignee:

Uber Technologies, Inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2006.01); G06N 3/08 (2006.01); G06N 7/00 (2006.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 3/0454 (2013.01); G06N 3/082 (2013.01); G06N 7/005 (2013.01);
Abstract

A trained computer model includes a direct network and an indirect network. The indirect network generates expected weights or an expected weight distribution for the nodes and layers of the direct network. These expected characteristics may be used to regularize training of the direct network weights and encourage the direct network weights towards those expected, or predicted by the indirect network. Alternatively, the expected weight distribution may be used to probabilistically predict the output of the direct network according to the likelihood of different weights or weight sets provided by the expected weight distribution. The output may be generated by sampling weight sets from the distribution and evaluating the sampled weight sets.


Find Patent Forward Citations

Ghahramani, Zoubin. (2021). Intelligent regularization of neural network architectures (U.S. Patent No. 11164076). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/11164076

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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