Location History:
- Beijing, CN (2012 - 2018)
- Menlo Park, CA (US) (2020 - 2023)
Company Filing History:
Years Active: 2012-2023
Title: Kaiming He: Innovator in Machine Learning and Neural Networks
Introduction
Kaiming He is a prominent inventor based in Beijing, China. He has made significant contributions to the field of machine learning, particularly in the development of advanced neural network architectures. With a total of 13 patents, his work has had a profound impact on the way machine learning models are designed and implemented.
Latest Patents
Kaiming He's latest patents include innovative methods for machine-learning models based on non-local neural networks. In one embodiment, his method involves training a baseline machine-learning model using a neural network with multiple stages, each containing several neural blocks. This process includes accessing a variety of training samples and determining non-local operations based on pairwise and unary functions. The result is a non-local machine-learning model that enhances the capabilities of traditional neural networks.
Another notable patent focuses on a convolutional neural network designed for efficient video analysis. This method processes video data using a machine-learning model that incorporates a series of layers, with specific building blocks that perform both three-dimensional pointwise and groupwise convolutional operations. This innovation allows for more effective extraction of information from video content.
Career Highlights
Throughout his career, Kaiming He has worked with leading technology companies, including Microsoft Technology Licensing, LLC and Facebook, Inc. His experience in these organizations has allowed him to refine his skills and contribute to groundbreaking advancements in machine learning.
Collaborations
Kaiming He has collaborated with notable professionals in the field, including Jian Qiao Sun and Ross Girshick. These partnerships have fostered an environment of innovation and have led to the development of cutting-edge technologies in machine learning.
Conclusion
Kaiming He is a distinguished inventor whose work in machine learning and neural networks continues to shape the future of technology. His patents and collaborations reflect his commitment to advancing the field and driving innovation forward.