Patents by Inventor ANKITA K. R

ANKITA K. R 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: 20240256856
    Abstract: A method for deploying neural network models on resource-constrained devices is provided. The method includes storing a model file that includes a neural network model and determining constraint information associated with deployment of the neural network model on the electronic device. The method further includes determining a partition of the neural network model based on the constraint information and the model file and extracting sub-models from the neural network model based on the partition. The method further includes receiving an input associated with a machine learning task and executing operations for loading a sub-model in a working memory of the electronic device, applying the sub-model on the input to generate an intermediate result, and unloading the sub-model from the working memory. The method further includes executing the operations for a next sub-model to generate an output and rendering the output. The intermediate result is an input for the next sub-model.
    Type: Application
    Filed: January 27, 2023
    Publication date: August 1, 2024
    Inventors: KRISHNA PRASAD AGARA VENKATESHA RAO, AKSHAY SHEKHAR KADAKOL, PRAJOT S. KUVALEKAR, ANKITA K. R, DEV PRASAD KODE