Company Filing History:
Years Active: 2022
Title: Innovations by Jay Yoon Lee
Introduction
Jay Yoon Lee is an accomplished inventor based in Pittsburgh, PA. He has made significant contributions to the field of neural networks through his innovative patent. His work focuses on optimizing output units while adhering to hard constraints, showcasing his expertise in artificial intelligence and machine learning.
Latest Patents
Jay Yoon Lee holds a patent titled "When output units must obey hard constraints." This invention employs an inference method for neural networks that enforces deterministic constraints on outputs without the need for post-processing or expensive discrete searches over the feasible space. For each input, the continuous weights are adjusted until the network's unconstrained inference procedure generates an output that meets the specified constraints. This is accomplished by framing the hard constraints as an optimization problem over the continuous weights and utilizing backpropagation to modify the network's weights. The invention optimizes the energy of the violating outputs, allowing for manipulation of the unconstrained inference procedure to produce outputs that conform to global constraints.
Career Highlights
Jay Yoon Lee is currently employed at Oracle International Corporation, where he continues to develop innovative solutions in the realm of artificial intelligence. His work at Oracle has allowed him to apply his expertise in neural networks and optimization techniques to real-world applications.
Collaborations
Throughout his career, Jay has collaborated with notable colleagues, including Michael Louis Wick and Jean-Baptiste Tristan. These collaborations have further enriched his work and contributed to advancements in the field.
Conclusion
Jay Yoon Lee is a prominent inventor whose work in neural networks and optimization has led to significant advancements in artificial intelligence. His innovative patent demonstrates his ability to solve complex problems while adhering to strict constraints. His contributions continue to influence the field and inspire future innovations.
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.