Company Filing History:
15 out of 1,617 
1 out of 1 Years Active: 2003-2022
Title: The Innovative Journey of Thomas Eugene Potok
Introduction: Thomas Eugene Potok, based in Oak Ridge, Tennessee, is a prolific inventor acknowledged for his significant contributions to the field of neural networks and recommendation systems. With a remarkable portfolio of 15 patents, Potok continually pushes the boundaries of technological innovation, demonstrating a deep understanding of complex algorithms and data management.
Latest Patents: Among his latest inventions, Potok’s patent on "Optimizing Neural Networks" introduces a sophisticated system and method designed to enhance the performance and efficacy of neural networks. This innovation involves a data store that holds numerous gene vectors representing diverse neural networks. The methodology utilizes secondary nodes that are responsible for constructing, training, and evaluating the neural network, rendering fitness values in an asynchronous manner. The primary node amplifies gene vectors, enabling crossing-over and mutation processes, followed by their transmission to an evaluation queue. This cyclical process continues until specific performance metrics are achieved, ensuring optimal network accuracy.
Additionally, Potok has developed a patent for a "System and Method of Content-Based Recommendation Using Hypernym Expansion." This unique system combines linguistic and term frequency approaches to bolster the overall efficiency of document recommendations. By integrating hypernyms into the source document set, the system significantly enhances the capability to recommend related documents, ultimately improving user experience through tailored content delivery.
Career Highlights: Potok has had a distinguished career with key roles at organizations such as UT-Battelle, Inc. and Planet Technologies. His innovative spirit and technical expertise have positioned him as a leader in the field, influencing various projects and advancements in the technology sector.
Collaborations: Throughout his career, Potok has collaborated with notable professionals, including Robert Matthew Patton and Joel Wesley Reed. These partnerships highlight his commitment to teamwork and collective innovation, fostering an environment that nurtures creativity and excellence.
Conclusion: Thomas Eugene Potok stands out as an influential inventor whose work in neural networks and recommendation systems continues to refine and enhance technological solutions. His impressive array of patents and collaborative spirit exemplify his dedication to innovation, paving the way for future advancements in his field.
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.