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.
Patent No.:
Date of Patent:
Dec. 27, 2022
Filed:
Apr. 07, 2017
Intel Corporation, Santa Clara, CA (US);
Yiwen Guo, Beijing, CN;
Anbang Yao, Beijing, CN;
Dongqi Cai, Beijing, CN;
Libin Wang, Beijing, CN;
Lin Xu, Beijing, CN;
Ping Hu, Beijing, CN;
Shandong Wang, Beijing, CN;
Wenhua Cheng, Beijing, CN;
Yurong Chen, Beijing, CN;
Intel Corporation, Santa Clara, CA (US);
Abstract
Methods and systems are disclosed using improved training and learning for deep neural networks. In one example, a deep neural network includes a plurality of layers, and each layer has a plurality of nodes. The nodes of each L layer in the plurality of layers are randomly connected to nodes of an L+layer. The nodes of each L+layer are connected to nodes in a subsequent L layer in a one-to-one manner. Parameters related to the nodes of each L layer are fixed. Parameters related to the nodes of each L+layers are updated. In another example, inputs for the input layer and labels for the output layer of a deep neural network are determined related to a first sample. A similarity between different pairs of inputs and labels is estimated using a Gaussian regression process.