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:
Apr. 23, 2024
Filed:
Mar. 13, 2019
Applicant:
International Business Machines Corporation, Armonk, NY (US);
Inventors:
Dzung Phan, Ossining, NY (US);
Lam Nguyen, Ossining, NY (US);
Nam H. Nguyen, Pleasantville, NY (US);
Jayant R. Kalagnanam, Briarcliff Manor, NY (US);
Assignee:
International Business Machines Corporation, Armonk, NY (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06N 3/047 (2023.01); H03M 7/30 (2006.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 3/047 (2023.01); H03M 7/702 (2013.01);
Abstract
In an approach for compressing a neural network, a processor receives a neural network, wherein the neural network has been trained on a set of training data. A processor receives a compression ratio. A processor compresses the neural network based on the compression ratio using an optimization model to solve for sparse weights. A processor re-trains the compressed neural network with the sparse weights. A processor outputs the re-trained neural network.