This is a unforgettable data science journey, and I am excited that I have been interviewed by the Hong Kong University Business School to share my experiences in leading a team to complete the USDCNH trading capstone project. The experiences on trading with technical trends analysis and macroeconomics views provide me the deep understanding on this capstone projects. On the other hands, the Professors from HKU Business School offer our team a strong support and help us to solve the mathematics problem and overfitting concerns.