Company Filing History:
Years Active: 2023
Title: Inventor Spotlight: Dimitrios Skarlatos
Introduction: Dimitrios Skarlatos, based in Palo Alto, California, is an innovative inventor recognized for his contributions to machine learning technology. With a focus on secure cloud-based systems, he has developed a significant solution that enhances data privacy while maintaining effective training of neural networks.
Latest Patents: Dimitrios holds a patent for a groundbreaking method and system for training a neural network titled "Secure cloud-based machine learning without sending original data to the cloud." This innovative approach involves splitting the neural network into two portions. The first portion is directed to a client training and inference engine, while the second portion remains with a server training and inference engine. The kth layer at the splitting point serves as a one-way function in output computation, allowing for fewer nodes than any layer of the first portion. This setup ensures that the client can train the first portion using a defined set of training data, while the server utilizes outputs from the client to train the complete neural network.
Career Highlights: Dimitrios is currently employed at VMware, Inc., a prominent player in cloud infrastructure and digital workspace technology. His role enables him to leverage his technical expertise in advancing machine learning methodologies and ensuring secure data processing.
Collaborations: Throughout his career, Dimitrios has worked alongside talented colleagues, including Lan Vu and Aravind Bappanadu. Together, they contribute to the development of cutting-edge technologies that push the boundaries of innovation in the tech industry.
Conclusion: Dimitrios Skarlatos exemplifies the spirit of innovation in the realm of machine learning and data security. His patent and ongoing work at VMware, Inc. highlight his commitment to creating solutions that protect user data while facilitating the advancements in artificial intelligence and cloud computing. As the field continues to evolve, the contributions of inventors like Dimitrios are crucial in shaping a secure technological future.
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.