改變世界的17個方程式

Ian Stewart, In Pursuit of the Unknown: 17 Equations That Changed the World, Basic Books, 2012.

李政崇譯，改變世界的17 個方程式 (第2版)，商周出版，2025

(Plz read it first) Business Analytics Laboratory (商業分析實驗室)

(Important) Please read this webpage first if you want to join my lab and schdule an interview.

(News) 國科會115年度計畫通過 (High-Dimensional Constrained Regression Models and Sparse Feature Selection: Fast Coordinate Descent Algorithms and Applications, NSTC project)

服務和計畫 (Service and projects)

政府計畫 (Government Project)

• 國科會，高維度受限迴歸模型與稀疏特徵選取：快速座標下降演算法和應用 (High-Dimensional Constrained Regression Models and Sparse Feature Selection: Fast Coordinate Descent Algorithms and Applications)，主持人 (PI)，115 年度 (2026/8 - 2027/7)
• 國科會，公平最佳決策樹和其應用 (Fair and Optimal Decision Tree and Its Applications)，主持人 (PI)，114 年度 (2025/8 - 2026/7)

產學合作 (Industry-Academia Cooperation)

• 金屬工業研究發展中心 (Metal Industries Research & Development Centre)，最佳化決策於工站排程應用之研究 (Optimal decision-making in work station scheduling) (3)，主持人 (PI)，2024

Nice talks on AI, geopolitics, optimization, SCM, and more

Apoorv Agrawal, MS&E 435 Economics of the AI Supercycle, Stanford University, 2026 Spring. (A seminar unpacks the economics at each layer of the AI stack. Ten guest speakers are industrial leaders.)

• Class #1

Dynamic Programming and Reinforcement Learning (動態規劃和強化學習)

• Course objective: This course introduces dynamic decision-making under uncertainty, with an emphasis on dynamic programming and reinforcement learning. Drawing on applications in business and engineering, students will learn key theories and algorithms for solving multi-stage decision problems, both with and without explicit models of the environment. Assignments and a final project provide practical experience in problem formulation, algorithm evaluation, and Python-based implementation.