Machine Learning and Its Applications

In recent years, artificial intelligence has been applied to various real-world challenges. Machine learning plays a central role in modern artificial intelligence, enabling data-driven predictions and knowledge discovery. My research is on the development of machine learning models and algorithms, as well as their applications. Recently, I have been interested in integrating machine learning with other mathematical methods. For example, in natural sciences, differential equations are applied to model natural phenomena, and in industrial fields, optimization problems are formulated for controlling systems and supporting decision-making. By combining these mathematical techniques with machine learning, there is potential for efficiently addressing complex tasks such as control, planning, and simulation. We are working on the development of algorithms for such interdisciplinary problems.