topmkter

Economics & AI researcher exploring the intersection of **Scientific Machine Learning, Mathematics, and Data-Driven Research**. My current interests include **Physics-Informed Neural Networks (PINNs)**, deep learning for **PDEs**, adaptive and generalized regularization, optimization, high-dimensional scientific computing, and interpretable machine learning. I also work on **empirical economics and financial data analysis**, with research interests in technological innovation, capital allocation, corporate finance, and data-driven economic research. On the engineering side, I enjoy building practical AI tools and research utilities, especially around **LaTeX, Markdown, mathematical formula processing, browser automation, data visualization, and research workflows**. ### Interests * Scientific Machine Learning * Physics-Informed Neural Networks (PINNs) * PDEs & Deep Learning * Applied Mathematics * Optimization & Regularization * Large Language Models * AI for Research * Mathematical Reasoning * Empirical Economics * Financial Data Analysis * LaTeX & Markdown Tooling * Open-Source Software Always interested in turning mathematical ideas and research workflows into useful, reproducible tools.