Patents by Inventor Alind Khare

Alind Khare 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).

  • Determining operating range of hyperparameters
    Patent number: 11410083
    Abstract: Methods, systems, and computer program products for determining operating range of hyperparameters are provided herein. A computer-implemented method includes obtaining a machine learning model, a list of candidate values for a hyperparameter, and a dataset; performing one or more hyperparameter range trials based on the machine learning model, the list of candidate values for the hyperparameter, and the dataset; automatically determining an operating range of the hyperparameter based on the one or more hyperparameter range trials; and training the machine learning model to convergence based at least in part on the determined operating range.
    Type: Grant
    Filed: January 7, 2020
    Date of Patent: August 9, 2022
    Assignee: International Business Machines Corporation
    Inventors: Shrihari Vasudevan, Alind Khare, Koyel Mukherjee, Yogish Sabharwal, Ashish Verma
  • DETERMINING OPERATING RANGE OF HYPERPARAMETERS
    Publication number: 20210209502
    Abstract: Methods, systems, and computer program products for determining operating range of hyperparameters are provided herein. A computer-implemented method includes obtaining a machine learning model, a list of candidate values for a hyperparameter, and a dataset; performing one or more hyperparameter range trials based on the machine learning model, the list of candidate values for the hyperparameter, and the dataset; automatically determining an operating range of the hyperparameter based on the one or more hyperparameter range trials; and training the machine learning model to convergence based at least in part on the determined operating range.
    Type: Application
    Filed: January 7, 2020
    Publication date: July 8, 2021
    Inventors: Shrihari Vasudevan, Alind Khare, Koyel Mukherjee, Yogish Sabharwal, Ashish Verma