Juyong Kim

Title: Juyong Kim: Innovator in Electronic Apparatus Optimization

Introduction

Juyong Kim is a notable inventor based in Jinju-si, South Korea. He has made significant contributions to the field of electronic apparatuses, particularly in optimizing trained models. His innovative approach has led to the development of a unique patent that addresses key challenges in model training.

Latest Patents

Juyong Kim holds a patent for an "Electronic apparatus and method for optimizing trained model." This invention includes an electronic apparatus that features a memory storing a trained model with multiple layers. The apparatus is designed to initialize a parameter matrix and a set of split variables for the trained model. It calculates a new parameter matrix that minimizes a loss function, incorporates a weight decay regularization term, and defines an objective function with a split regularization term. The method involves vertically splitting the layers based on computed split parameters and reconstructing the trained model using the new parameter matrix.

Career Highlights

Juyong Kim is affiliated with the Korea Advanced Institute of Science and Technology, where he continues to push the boundaries of innovation in electronic apparatuses. His work is characterized by a strong focus on enhancing the efficiency and effectiveness of trained models.

Collaborations

Some of his notable coworkers include Sungju Hwang and Gunhee Kim, who have collaborated with him on various projects related to electronic apparatus optimization.

Conclusion

Juyong Kim's contributions to the field of electronic apparatuses and model optimization highlight his role as an influential inventor. His patent reflects a commitment to advancing technology and improving the performance of trained models.