Patents by Inventor Mithun Chakaravarrti Dhamaraj

Mithun Chakaravarrti Dhamaraj 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).

  • Machine learning pipeline for predictions regarding a network
    Patent number: 11501190
    Abstract: This disclosure describes techniques that include using an automatically trained machine learning system to generate a prediction. In one example, this disclosure describes a method comprising: based on a request for the prediction: training each respective machine learning (ML) model in a plurality of ML models to generate a respective training-phase prediction in a plurality of training-phase predictions; automatically determining a selected ML model in the plurality of ML models based on evaluation metrics for the plurality of ML; and applying the selected ML model to generate the prediction based on data collected from a network that includes a plurality of network devices.
    Type: Grant
    Filed: July 2, 2020
    Date of Patent: November 15, 2022
    Assignee: JUNIPER NETWORKS, INC.
    Inventors: Shruti Jadon, Mithun Chakaravarrti Dhamaraj, Anita Kar, Harshit Naresh Chitalia
  • MACHINE LEARNING PIPELINE FOR PREDICTIONS REGARDING A NETWORK
    Publication number: 20220004897
    Abstract: This disclosure describes techniques that include using an automatically trained machine learning system to generate a prediction. In one example, this disclosure describes a method comprising: based on a request for the prediction: training each respective machine learning (ML) model in a plurality of ML models to generate a respective training-phase prediction in a plurality of training-phase predictions; automatically determining a selected ML model in the plurality of ML models based on evaluation metrics for the plurality of ML; and applying the selected ML model to generate the prediction based on data collected from a network that includes a plurality of network devices.
    Type: Application
    Filed: July 2, 2020
    Publication date: January 6, 2022
    Inventors: Shruti Jadon, Mithun Chakaravarrti Dhamaraj, Anita Kar, Harshit Naresh Chitalia