Patents by Inventor Adhita Selvaraj

Adhita Selvaraj has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Systems and methods for providing management of machine learning components
    Patent number: 11847500
    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.
    Type: Grant
    Filed: December 11, 2019
    Date of Patent: December 19, 2023
    Assignee: Cisco Technology, Inc.
    Inventors: Johnu George, Sourav Chakraborty, Amit Kumar Saha, Debojyoti Dutta, Xinyuan Huang, Adhita Selvaraj
  • SYSTEMS AND METHODS FOR PROVIDING MANAGEMENT OF MACHINE LEARNING COMPONENTS
    Publication number: 20210182729
    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.
    Type: Application
    Filed: December 11, 2019
    Publication date: June 17, 2021
    Inventors: Johnu George, Sourav Chakraborty, Amit Kumar Saha, Debojyoti Dutta, Xinyuan Huang, Adhita Selvaraj