This inventor holds 1 USPTO granted patent. Top assignees: Advanced Micro Devices Corporation, Ati Technologies Ulc. Active years: 2025.
Company Filing History:
1 out of 13,151 
1 out of 1,114 
Years Active: 2025
Title: Innovations of Ashish Panday in Machine Learning
Introduction
Ashish Panday is a notable inventor based in Markham, Canada. He has made significant contributions to the field of machine learning, particularly in enhancing the efficiency of neural networks. His innovative approach has led to the development of a patent that addresses critical challenges in processing data for machine learning models.
Latest Patents
Ashish Panday holds a patent titled "Methods for increasing cache hit rates for neural networks." This patent discloses systems, apparatuses, and methods aimed at achieving higher cache hit rates for machine learning models. The invention involves a processor that generates and stores activation data in a cache subsystem while executing a given layer of a machine learning model. Since the entirety of the activation data often does not fit in the cache subsystem, the processor records the order in which the activation data is generated. When executing a subsequent layer, the processor processes the previous layer's activation data in reverse order, alternating how the layers of the machine learning model process data. This innovative method enhances the efficiency of data processing in machine learning applications.
Career Highlights
Throughout his career, Ashish Panday has worked with prominent companies in the technology sector. He has been associated with Advanced Micro Devices (AMD) and ATI Technologies, where he contributed to various projects that advanced the capabilities of computing technologies. His experience in these organizations has provided him with a solid foundation in the field of machine learning and data processing.
Collaborations
Ashish has collaborated with talented individuals such as Benjamin T. Sander and Swapnil Pradipkumar Sakharshete. These collaborations have further enriched his work and contributed to the development of innovative solutions in the realm of machine learning.
Conclusion
Ashish Panday's contributions to machine learning through his patent and career experiences highlight his role as an influential inventor in the field. His innovative methods for increasing cache hit rates for neural networks demonstrate the potential for advancements in data processing technologies.