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:
Dec. 19, 2023

Filed:

Dec. 11, 2019
Applicant:

Cisco Technology, Inc., San Jose, CA (US);

Inventors:

Johnu George, San Jose, CA (US);

Sourav Chakraborty, Fremont, CA (US);

Amit Kumar Saha, Bangalore, IN;

Debojyoti Dutta, Santa Clara, CA (US);

Xinyuan Huang, San Jose, CA (US);

Adhita Selvaraj, San Jose, CA (US);

Assignee:

Cisco Technology, Inc., San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/50 (2006.01); G06N 20/00 (2019.01); G06F 9/48 (2006.01); G06F 9/38 (2018.01); G06F 18/23213 (2023.01);
U.S. Cl.
CPC ...
G06F 9/5044 (2013.01); G06F 9/3836 (2013.01); G06F 9/48 (2013.01); G06F 9/4806 (2013.01); G06F 9/4843 (2013.01); G06F 9/4881 (2013.01); G06F 9/50 (2013.01); G06F 9/5005 (2013.01); G06F 9/5011 (2013.01); G06F 9/5022 (2013.01); G06F 9/5027 (2013.01); G06F 9/5038 (2013.01); G06F 9/5055 (2013.01); G06F 9/5061 (2013.01); G06F 9/5077 (2013.01); G06F 18/23213 (2023.01); G06N 20/00 (2019.01);
Abstract

A method can include receiving, at a workflow controller, a machine learning workflow, the machine learning workflow associated with a first task and a second task. The first task is training a machine learning model and the second task is deploying the model. The method can include segmenting, by the workflow controller, the machine learning workflow into a first sub-workflow associated with the first task and a second sub-workflow associated with the second task, assigning a first workflow agent to the first sub-workflow and assigning a second workflow agent to the second sub-workflow, selecting, by the first workflow agent and based on first resources needed to perform the first task, a first cluster for performing the first task and selecting, by the second workflow agent and based on second resources needed to perform the second task, a second cluster for performing the second task.


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