Patents by Inventor Pranav Prashant Ladkat

Pranav Prashant Ladkat 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).

  • Patent number: 11853391
    Abstract: Exemplary embodiments provide distributed parallel training of a machine learning model. Multiple processors may be used to train a machine learning model to reduce training time. To synchronize trained model data between the processors, data is communicated between the processors after some number of training cycles. To improve the communication efficiency, exemplary embodiments synchronize data among a set of processors after a predetermined number of training cycles, and synchronize data between one or more processors of each set of the processors after a predetermined number of training cycles. During the first synchronization among a set of processors, compressed model gradient data generated after performing the training cycles may be communicated. During the second synchronization between the set of processors, trained models or full model gradient data generated after performing the training cycles may be communicated.
    Type: Grant
    Filed: September 24, 2018
    Date of Patent: December 26, 2023
    Assignee: Amazon Technologies, Inc.
    Inventors: Pranav Prashant Ladkat, Oleg Rybakov, Nikko Strom, Sri Venkata Surya Siva Rama Krishna Garimella, Sree Hari Krishnan Parthasarathi