Patents by Inventor Marc Frederick Eberstein

Marc Frederick Eberstein 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 MODEL FAIRNESS AND EXPLAINABILITY
    Publication number: 20230105547
    Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for machine learning model fairness and explainability. In some implementations, a method includes obtaining data relating to a plurality of potential borrowers; providing the data to the trained machine learning model; obtaining, by the trained machine learning model’s processing of the provided data, the one or more outputs of the trained machine learning model; and automatically generating a report that explains the one or more outputs of the trained machine learning model with respect to one or more fairness metrics and one or more accuracy metrics; and providing the automatically generated report for display on a user device.
    Type: Application
    Filed: September 12, 2022
    Publication date: April 6, 2023
    Inventors: Sean Javad Kamkar, Michael Egan Van Veen, Feng Li, Marc Frederick Eberstein, Jose Efrain Valentin, Jerome Louis Budzik, John Wickens Lamb Merrill, Geoff Ward, Lingzhi Du, Drew Gifford
  • SYSTEMS AND METHODS FOR MODEL FAIRNESS
    Publication number: 20200302524
    Abstract: Systems and methods for training models to improve fairness.
    Type: Application
    Filed: March 18, 2020
    Publication date: September 24, 2020
    Inventors: Sean Javad Kamkar, Michael Egan Van Veen, Feng Li, Marc Frederick Eberstein, Jose Efrain Valentin, Jerome Louis Budzik, Douglas C. Merrill, John Wickens Lamb Merrill
  • SYSTEMS AND METHODS FOR DECOMPOSITION OF DIFFERENTIABLE AND NON-DIFFERENTIABLE MODELS
    Publication number: 20200265336
    Abstract: Systems and methods for understanding diverse machine learning models.
    Type: Application
    Filed: November 19, 2019
    Publication date: August 20, 2020
    Inventors: John Wickens Lamb Merrill, Geoffrey Michael Ward, Sean Javad Kamkar, John Joseph Beahan, JR., Marc Frederick Eberstein, Jose Efrain Valentin, Jerome Louis Budzik