Company Filing History:
Years Active: 2022-2024
Title: Ruining He: Innovator in Embedding Technologies
Introduction
Ruining He, an accomplished inventor based in Davis, California, has made significant strides in the field of technology, particularly in the area of generating embeddings for nodes within large networks. With a total of 7 patents to his credit, He has contributed valuable methodologies that enhance data processing and content recommendation systems.
Latest Patents
Among Ruining He's notable recent patents is "Generating neighborhood convolutions within a large network." This patent outlines systems and methods for generating embeddings for nodes of a corpus graph. The innovation allows for the efficient division of operations between central processing units (CPUs) and graphic processing units (GPUs). Specifically, it enables the identification of a target node's relevant neighborhood, optimizing the determination of the aggregated embedding vector for that target node based on data from its relevant neighborhood.
Another significant patent is the "Efficient convolutional network for recommender systems." This invention highlights the importance of focusing on a relevant neighborhood of nodes within a corpus graph to produce aggregated embedding vectors without the need to process the entire graph. By leveraging embedding information from a target node's immediate neighbors as well as its relevant neighborhood, the system can generate an aggregated embedding vector that improves content recommendations to users based on their queries.
Career Highlights
Ruining He's career includes impactful roles in prestigious companies such as Amazon Technologies, Inc. and Pinterest, Inc. His work in these organizations has played a crucial role in advancing technology and innovation in data processing and recommendation systems.
Collaborations
Throughout his career, Ruining He has collaborated with distinguished professionals in the field, including Jurij Leskovec and Chantat Eksombatchai. These collaborations have further enhanced his innovative contributions and expansion of knowledge in embedding technologies.
Conclusion
Ruining He exemplifies the spirit of innovation and technological advancement through his impactful patents in generating embeddings for network nodes. His contributions are not only significant in their technical execution but also in their real-world applications within leading tech companies. As the field of technology continues to evolve, He’s innovations will undoubtedly play a pivotal role in shaping the future of data processing and recommendation systems.