Company Filing History:
Years Active: 2025
Title: Nikhil Bernard John Stephen: Innovator in Machine Learning Memory Management
Introduction
Nikhil Bernard John Stephen is a prominent inventor based in Sunnyvale, CA. He has made significant contributions to the field of machine learning, particularly in memory management systems. His innovative approach has led to the development of a unique patent that addresses critical challenges in machine learning inference engines.
Latest Patents
Nikhil holds a patent titled "Method and system for memory management within machine learning inference engine." This patent describes a method that includes receiving a machine learning (ML) network model in high-level code. It involves generating an internal representation (IR) that is mapped to components in a multi-processing tile device. The method determines whether a first processing tile with a first on-chip memory (OCM) has the same dimension for input/output tensor data as a second processing tile with a second OCM performing the same primitive function based on the IR. If the dimensions match, it allocates the same memory address range within both OCMs for the same primitive function. The process links the memory address ranges of both OCMs to form a grouped memory space, ultimately compiling low-level instructions based on this linking.
Career Highlights
Nikhil is currently employed at Marvell Asia Pte., Ltd., where he continues to push the boundaries of technology in machine learning. His work has been instrumental in enhancing the efficiency and performance of machine learning applications.
Collaborations
Nikhil collaborates with talented individuals such as Senad Durakovic and Chien-Chun Chou. Their combined expertise fosters an environment of innovation and creativity, leading to groundbreaking advancements in their field.
Conclusion
Nikhil Bernard John Stephen is a key figure in the realm of machine learning, with a focus on memory management systems. His contributions through patents and collaborations highlight his commitment to advancing technology. His work continues to inspire future innovations in the industry.