Patents by Inventor Atin Modi

Atin Modi 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).

  • Drift-tolerant machine learning models
    Patent number: 12694332
    Abstract: Techniques are disclosed for generating machine learning models that are insensitive to drift. A system trains a machine learning model using a divergent training dataset including synthesized data points simulating drift. The system can evaluate the machine learning models in terms of accuracy, latency, efficiency, and other metrics. Based on the evaluation, the system can select a machine learning model least susceptible to drift.
    Type: Grant
    Filed: September 14, 2022
    Date of Patent: July 28, 2026
    Assignee: Oracle International Corporation
    Inventors: Nishad Deosthali, Atin Modi, Akshay Kumar, Madalasa Venkataraman, Sravan Kumar Ananthula
  • DRIFT-TOLERANT MACHINE LEARNING MODELS
    Publication number: 20240086762
    Abstract: Techniques are disclosed for generating machine learning models that are insensitive to drift. A system trains a machine learning model using a divergent training dataset including synthesized data points simulating drift. The system can evaluate the machine learning models in terms of accuracy, latency, efficiency, and other metrics. Based on the evaluation, the system can select a machine learning model least susceptible to drift.
    Type: Application
    Filed: September 14, 2022
    Publication date: March 14, 2024
    Applicant: Oracle International Corporation
    Inventors: Nishad Deosthali, Atin Modi, Akshay Kumar, Madalasa Venkataraman, Sravan Kumar Ananthula