Yunhan Ma

Title: The Innovative Contributions of Yunhan Ma

Introduction

Yunhan Ma is a prominent inventor based in San Diego, California. He has made significant strides in the field of convolutional neural networks, particularly in the area of quantization design. His work is characterized by a focus on enhancing the efficiency of neural network models.

Latest Patents

Yunhan Ma holds a patent for "Low precision and coarse-to-fine dynamic fixed-point quantization design in convolution neural network." This innovative patent involves inputting data into a floating pre-trained convolution neural network to generate floating feature maps for each layer. A statistical analysis is then performed on these feature maps to create a dynamic quantization range for each layer. The methodologies proposed in this patent allow for the quantization of the floating pre-trained CNN model, enabling low-precision fixed-point arithmetic operations. This results in a fixed-point inferred CNN model, which enhances the performance of inference engines.

Career Highlights

Yunhan Ma is currently employed at Kneron Co., Ltd., a company based in Taiwan. His work at Kneron focuses on advancing artificial intelligence technologies, particularly in the realm of deep learning and neural networks. His contributions have been instrumental in pushing the boundaries of what is possible with AI.

Collaborations

Yunhan has collaborated with notable colleagues such as Jie Wu and Bike Xie. These collaborations have fostered an environment of innovation and creativity, leading to advancements in their respective fields.

Conclusion

Yunhan Ma's contributions to the field of convolutional neural networks and his innovative patent demonstrate his commitment to advancing technology. His work not only enhances the efficiency of neural networks but also paves the way for future developments in artificial intelligence.