You Yu Nian

Title: You Yu Nian: Innovator in Neural Network Acceleration

Introduction

You Yu Nian is a prominent inventor based in Hsinchu, Taiwan. He has made significant contributions to the field of deep learning, particularly in the optimization of neural network models. His innovative work focuses on enhancing the efficiency of neural networks through advanced compilation techniques.

Latest Patents

You Yu Nian holds a patent for a groundbreaking system titled "Compiling asymmetrically-quantized neural network models for deep learning acceleration." This patent describes a system that receives a neural network model containing asymmetric operations. Each of these operations includes fixed-point operands that are asymmetrically quantized from corresponding floating-point operands. The system compiles the asymmetric operation into a symmetric operation, which includes a combined bias value. The compiler computes this combined bias value as a constant by merging input and output points of the asymmetric operation. Ultimately, the system generates a symmetric neural network model designed for inference hardware to execute in fixed-point arithmetic.

Career Highlights

You Yu Nian is currently employed at MediaTek Corporation, a leading global semiconductor company. His work at MediaTek focuses on advancing technologies that drive innovation in mobile and wireless communications. His expertise in neural networks and deep learning has positioned him as a key player in the company's research and development efforts.

Collaborations

Throughout his career, You Yu Nian has collaborated with notable colleagues, including Chih-Wen Goo and Pei-Kuei Tsung. These collaborations have fostered a dynamic environment for innovation and have contributed to the successful development of advanced technologies in the field.

Conclusion

You Yu Nian's contributions to neural network acceleration exemplify the impact of innovative thinking in technology. His patent and work at MediaTek Corporation highlight his commitment to advancing deep learning methodologies. His achievements continue to inspire future developments in the field of artificial intelligence.