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:
Jan. 24, 2023

Filed:

Jun. 12, 2019
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Venkata Sitaramagiridharganesh Ganapavarapu, Peekskill, NY (US);

Kanthi Sarpatwar, Elmsford, NY (US);

Karthikeyan Shanmugam, Elmsford, NY (US);

Roman Vaculin, Larchmont, NY (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06N 3/08 (2006.01); G06N 7/08 (2006.01); G06Q 20/40 (2012.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 7/08 (2013.01); G06N 20/00 (2019.01); G06Q 20/401 (2013.01);
Abstract

An example operation may include one or more of generating, by a training participant client comprising a training dataset, a plurality of transaction proposals that each correspond to a training iteration for machine learning model training related to stochastic gradient descent, the machine learning model training comprising a plurality of training iterations, the transaction proposals comprising a gradient calculation performed by the training participant client, a batch from the private dataset, a loss function, and an original model parameter, receiving, by one or more endorser nodes of peers of a blockchain network, the plurality of transaction proposals, and evaluating each transaction proposal.


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