This course introduces students to the practical applications of advanced derivative instruments and artificial intelligence (AI) in modern finance. With a strong industry focus, it explores how derivatives are applied in structuring and risk management, while AI-driven technologies (including machine learning and multi-agent systems) are increasingly used to support investment research, portfolio construction, and automated decision workflows. Students will gain insight into the intersection of traditional quantitative finance and emerging AI applications, supported by real-world case studies and hands-on exercises.