Keith George Mills

Title: Keith George Mills: Innovator in Neural Architecture Search

Introduction

Keith George Mills is a notable inventor based in Leduc, Canada. He has made significant contributions to the field of artificial intelligence, particularly in the area of neural architecture search. His innovative approach combines reinforcement learning techniques to enhance the efficiency of generating neural architectures.

Latest Patents

Mills holds a patent for a method of neural architecture search using continuous action reinforcement learning. This patent describes a system designed to generate neural architectures tailored for specific tasks. The method employs an actor neural network that generates randomized continuous action parameters, promoting exploration within a search space to create candidate architectures without bias. The generated architectures are evaluated based on their performance, and corresponding rewards and states are determined. A critic neural network learns to map continuous actions to rewards using a modified Deep Deterministic Policy Gradient with a quantile loss function, which is informed by a selection of top-performing architectures. This innovative approach allows for the continuous improvement of the actor neural network based on learned mappings.

Career Highlights

Mills is currently employed at Huawei Technologies Co., Limited, where he continues to develop cutting-edge technologies in artificial intelligence. His work has positioned him as a key player in the advancement of neural network methodologies.

Collaborations

Mills has collaborated with notable colleagues, including Mohammad Salameh and Di Niu, contributing to a dynamic and innovative work environment.

Conclusion

Keith George Mills is a pioneering inventor whose work in neural architecture search is shaping the future of artificial intelligence. His contributions through patents and collaborations highlight his commitment to advancing technology in meaningful ways.