Company Filing History:
Years Active: 2017-2023
Title: Rob Liston: Innovator in Machine Learning Technologies
Introduction
Rob Liston is a prominent inventor based in Menlo Park, CA. He has made significant contributions to the field of machine learning, holding a total of 11 patents. His work focuses on enhancing communication efficiency in distributed machine learning systems.
Latest Patents
One of Rob Liston's latest patents is titled "Communication Efficient Machine Learning of Data Across Multiple Sites." In this invention, a service receives machine learning-based generative models from various distributed sites. Each generative model is trained locally using unlabeled data to generate synthetic unlabeled data that mimics the original data. The service then trains a global machine learning model using both the labeled data from the sites and the synthetic data generated.
Another notable patent is "Training Distributed Machine Learning with Selective Data Transfers." This invention presents techniques for training a central machine learning model in a distributed system. It involves intelligently selecting a subset of data from local sites for transfer to the central site, allowing for effective training of the central model. The local training occurs at each site, with copies of the models sent to the central site for aggregation.
Career Highlights
Rob Liston is currently employed at Cisco Technology, Inc., where he continues to innovate in the field of machine learning. His work has been instrumental in advancing the capabilities of distributed systems and improving data communication efficiency.
Collaborations
Rob has collaborated with notable coworkers, including Xiaoqing Zhu and John George Apostolopoulos, contributing to various projects that enhance machine learning technologies.
Conclusion
Rob Liston's contributions to machine learning and his innovative patents reflect his expertise and commitment to advancing technology. His work continues to influence the field and drive progress in distributed machine learning systems.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.