Patents by Inventor Ajit DHOBALE

Ajit DHOBALE 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).

  • Publication number: 20250259053
    Abstract: Systems and methods for training machine learning models using differentiation. In some aspects, the system receives a set of triplet inputs. Each triplet input includes a resource access request, a correct reference classification, and an incorrect classification. The system initializes a first machine learning model. The system updates the first machine learning model by, for each triplet input in the set of triplet inputs, processing the resource access request using the first machine learning model first in conjunction with the correct reference classification then in conjunction with the incorrect classification to generate a set of first distances and a set of second distances, respectively. Based on the set of first distances and the set of second distances, the system computes a loss metric to update parameters for the first machine learning model. The system processes second resource access requests using the first machine learning model to generate predicted classifications.
    Type: Application
    Filed: February 14, 2024
    Publication date: August 14, 2025
    Applicant: Capital One Services, LLC
    Inventors: Kedar PHATAK, Ajit DHOBALE, Allison Fenichel MCMILLAN, Aditya PAI
  • Publication number: 20250200424
    Abstract: In some implementations, a data processing system may identify one or more real-time data parameters associated with a data stream. The data processing device may determine, using at least one of a machine learning model or a set of rules, and based on the real-time data parameters, a set of optimal processing parameters associated with processing the data stream. The data processing system may configure a data processing device with the set of optimal processing parameters. The data processing device may process the data stream using the data processing device and based on the set of optimal processing parameters.
    Type: Application
    Filed: December 14, 2023
    Publication date: June 19, 2025
    Inventors: Ajit DHOBALE, Collin Michael MCFADDEN