Patents by Inventor MohammadHossein ASKARIHEMMAT

MohammadHossein ASKARIHEMMAT 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).

  • System and Method for Automated Design Space Determination for Deep Neural Networks
    Publication number: 20220335304
    Abstract: There is provided a system and method of automated design space determination for deep neural networks. The method includes obtaining a teacher model and one or more constraints associated with an application and/or target device or process used in the application configured to utilize a deep neural network; learning an optimal architecture using the teacher model, constraints, a training data set, and a validation data set; and deploying the optimal architecture on the target device or process for use in the application.
    Type: Application
    Filed: November 18, 2019
    Publication date: October 20, 2022
    Applicant: Deeplite Inc.
    Inventors: Ehsan SABOORI, Davis Mangan SAWYER, MohammadHossein ASKARIHEMMAT, Olivier MASTROPIETRO
  • System and Method for Automated Precision Configuration for Deep Neural Networks
    Publication number: 20210350233
    Abstract: There is provided a system and method of automated precision configuration for deep neural networks. The method includes obtaining an input model and one or more constraints associated with an application and/or target device or process used in the application configured to utilize a deep neural network; learning an optimal low-precision configuration of the architecture using constraints, the training data set, and the validation data set; and deploying the optimal configuration on the target device or process for use in the application.
    Type: Application
    Filed: November 18, 2019
    Publication date: November 11, 2021
    Applicant: Deeplite Inc.
    Inventors: Ehsan SABOORI, Davis Mangan SAWYER, MohammadHossein ASKARIHEMMAT, Olivier MASTROPIETRO