Company Filing History:
Years Active: 2020
Title: Innovations by Christopher Dewan
Introduction
Christopher Dewan is an accomplished inventor based in Redwood City, CA. He has made significant contributions to the field of neural networks, holding 2 patents that showcase his innovative approach to technology. His work primarily focuses on enhancing the efficiency of neural network updates, which is crucial in the rapidly evolving tech landscape.
Latest Patents
Dewan's latest patents include systems and methods for efficiently updating neural networks. The disclosed computer-implemented method involves several key steps. First, it identifies a neural network comprising sets of interconnected nodes represented by a plurality of matrices. This network is trained on a training computing device and executes on at least one endpoint device. The method constrains a training session for the neural network to reduce the memory size of the difference between the previous and new values of the matrices. It then creates a delta update that describes this difference and updates the neural network on the endpoint device by sending the delta update from the training computing device.
Career Highlights
Christopher Dewan is currently employed at Facebook, Inc., where he continues to push the boundaries of technology. His work has been instrumental in developing more efficient methods for neural network training and updates, which are essential for improving machine learning applications.
Collaborations
Dewan has collaborated with notable colleagues, including Nadav Rotem and Abdulkadir Utku Diril. These partnerships have fostered a creative environment that encourages innovation and the sharing of ideas.
Conclusion
Christopher Dewan's contributions to the field of neural networks exemplify the spirit of innovation. His patents reflect a deep understanding of technology and a commitment to advancing the capabilities of machine learning.