Chandra Kumar Ramasamy

Title: Innovations of Chandra Kumar Ramasamy

Introduction

Chandra Kumar Ramasamy is a prominent inventor based in Bengaluru, India. He has made significant contributions to the field of neural networks, holding a total of 4 patents. His work focuses on enhancing the efficiency and performance of neural networks through innovative techniques.

Latest Patents

Ramasamy's latest patents include "Accelerating Neural Networks with One Shot Skip Layer Pruning" and "Efficient Weight Clipping for Neural Networks." The first patent involves systems, methods, and devices for pruning a convolutional neural network (CNN). It details a process where a subset of layers is selected, and the salience of each filter in those layers is determined. This allows for the pruning of filters based on their importance to the output of the CNN. The second patent addresses the implementation of one-sided per-kernel clipping and weight transformation for neural networks. It focuses on quantizing various parameters from higher-bit to lower-bit representations to optimize memory usage and power consumption.

Career Highlights

Throughout his career, Ramasamy has worked with leading technology companies, including Advanced Micro Devices Corporation and Samsung Electronics Co., Ltd. His experience in these organizations has contributed to his expertise in neural network technologies and innovations.

Collaborations

Some of his notable coworkers include Arun C Ramachandran and Prakash Sathyanath Raghavendra. Their collaboration has likely fostered a creative environment that encourages innovation and the development of cutting-edge technologies.

Conclusion

Chandra Kumar Ramasamy's contributions to the field of neural networks through his patents and collaborations highlight his role as a significant inventor in the technology sector. His work continues to influence advancements in artificial intelligence and machine learning.