Patents by Inventor Ambrish Rwat

Ambrish Rwat 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).

  • Automated generation of a machine learning pipeline
    Patent number: 11625632
    Abstract: Systems, computer-implemented methods, and computer program products to facilitate automated generation of a machine learning pipeline based on a pipeline grammar are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise a pipeline structure generator component that generates a machine learning pipeline structure based on a pipeline grammar. The computer executable components can further comprise a pipeline optimizer component that selects one or more machine learning modules that achieve a defined objective to instantiate a machine learning pipeline based on the machine learning pipeline structure.
    Type: Grant
    Filed: April 17, 2020
    Date of Patent: April 11, 2023
    Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATION
    Inventors: Akihiro Kishimoto, Djallel Bouneffouf, Bei Chen, Radu Marinescu, Parikshit Ram, Ambrish Rwat, Martin Wistuba
  • AUTOMATED GENERATION OF A MACHINE LEARNING PIPELINE
    Publication number: 20210326736
    Abstract: Systems, computer-implemented methods, and computer program products to facilitate automated generation of a machine learning pipeline based on a pipeline grammar are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise a pipeline structure generator component that generates a machine learning pipeline structure based on a pipeline grammar. The computer executable components can further comprise a pipeline optimizer component that selects one or more machine learning modules that achieve a defined objective to instantiate a machine learning pipeline based on the machine learning pipeline structure.
    Type: Application
    Filed: April 17, 2020
    Publication date: October 21, 2021
    Inventors: Akihiro Kishimoto, Djallel Boundeffouf, Bei Chen, Radu Marinescu, Parikshit Ram, Ambrish Rwat, Martin Wistuba