Company Filing History:
Years Active: 2025
Title: Innovations by Pramod Parameshwara Udupa
Introduction
Pramod Parameshwara Udupa is an accomplished inventor based in Bengaluru, India. He has made significant contributions to the field of neural processing units and convolutional neural networks. With a total of 3 patents to his name, Udupa is recognized for his innovative approaches to enhancing computational efficiency in machine learning applications.
Latest Patents
Udupa's latest patents include a "Z-first reference neural processing unit for mapping Winograd convolution and a method thereof." This invention discloses a neural processing unit (NPU) that utilizes memory banks to store input feature maps in a z-first data storage layout. The NPU is designed to operate in both direct convolution (DConv) and Winograd convolution (WgConv) modes, featuring a reconfigurable IFM distributor and a parallel reconfigurable Winograd forward transform module. These components work together to optimize the transformation and processing of feature maps, ultimately enhancing the performance of neural networks.
Another notable patent is the "Power-efficient hybrid traversal apparatus and method for convolutional neural network accelerator architecture." This invention outlines a hybrid traversal apparatus that efficiently processes input feature map microbatches and kernel microbatches. By reusing kernel microbatches based on a kernel reuse factor, the apparatus can perform direct and Winograd convolutions, leading to improved output feature map generation.
Career Highlights
Pramod Udupa is currently employed at Samsung Electronics Co., Ltd., where he continues to push the boundaries of technology in the field of artificial intelligence and machine learning. His work focuses on developing advanced architectures that enhance the efficiency and effectiveness of neural network computations.
Collaborations
Udupa has collaborated with notable colleagues, including Sehwan Lee and Kiran Kolar Chandrasekharan. These partnerships have contributed to the successful development of innovative technologies and solutions in the realm of neural processing.
Conclusion
Pramod Parameshwara Udupa is a prominent inventor whose work in neural processing units and convolutional neural networks has made a significant impact on the field of artificial intelligence. His innovative patents reflect a commitment to advancing technology and improving computational efficiency.