Maxwell Donald Emmet Collins

Title: Maxwell Donald Emmet Collins: Innovator in Neural Architecture Search

Introduction

Maxwell Donald Emmet Collins is a prominent inventor based in Santa Monica, CA. He has made significant contributions to the field of artificial intelligence, particularly in neural architecture search for dense image prediction tasks. His innovative work has led to the development of methods, systems, and apparatus that enhance the capabilities of neural networks.

Latest Patents

Collins holds a patent titled "Neural architecture search for dense image prediction tasks." This patent encompasses methods, systems, and apparatus, including computer programs encoded on computer storage media, for determining neural network architectures. One of the key methods involves obtaining training data for a dense image prediction task and determining an architecture for a neural network configured to perform this task. The process includes searching a space of candidate architectures to identify the best performing architectures using the training data. Each candidate architecture comprises a common first neural network backbone and a different dense prediction cell, which processes the feature maps to generate outputs for the dense image prediction task.

Career Highlights

Collins is currently employed at Google Inc., where he continues to push the boundaries of technology and innovation. His work focuses on improving the efficiency and effectiveness of neural networks, which are crucial for various applications in artificial intelligence.

Collaborations

Some of his notable coworkers include Barret Zoph and Jonathon Shlens, who are also recognized for their contributions to the field of machine learning and neural networks.

Conclusion

Maxwell Donald Emmet Collins is a key figure in the advancement of neural architecture search, with a patent that showcases his innovative approach to dense image prediction tasks. His work at Google Inc. and collaborations with other experts highlight his commitment to pushing the frontiers of technology.