This inventor holds 1 USPTO granted patent and 1 EPO patent. Top assignee: Samsung Electronics Co., Ltd.. Active years: 2023.
Company Filing History:
Years Active: 2023
Title: Ashok Vishnoi: Innovator in Memory Requirement Determination for DNN Models
Introduction
Ashok Vishnoi is a notable inventor based in Bengaluru, India. He has made significant contributions to the field of technology, particularly in the area of deep neural networks (DNN). His innovative approach focuses on optimizing memory requirements for processing DNN models, which is crucial for enhancing the efficiency of machine learning applications.
Latest Patents
Ashok Vishnoi holds a patent titled "Method and apparatus for determining memory requirement in a network." This patent outlines a method for determining the memory needed for processing a DNN model on a device. The process involves receiving a DNN model that consists of multiple processing layers, generating a network graph of the model, and creating a colored network graph based on the execution order of these layers. The colored graph indicates the assignment of memory buffers for storing outputs from the processing layers. Furthermore, the method assesses buffer reuse overlap possibilities across the layers to determine the necessary memory allocation for efficient processing.
Career Highlights
Ashok Vishnoi is currently employed at Samsung Electronics Co., Ltd., where he applies his expertise in developing advanced technologies. His work at Samsung has allowed him to contribute to innovative projects that push the boundaries of what is possible in the tech industry. His dedication to research and development has positioned him as a valuable asset to his team and the company.
Collaborations
Ashok has collaborated with talented individuals such as Narasinga Rao Miniskar and Sirish Kumar Pasupuleti. These collaborations have fostered a creative environment that encourages the exchange of ideas and the development of groundbreaking technologies.
Conclusion
Ashok Vishnoi's contributions to the field of memory requirement determination for DNN models exemplify his innovative spirit and commitment to advancing technology. His patent and work at Samsung Electronics Co., Ltd. highlight his role as a key player in the tech industry.