This course will focus on artificial intelligence and deep learning and their applications in portfolio management. There will be a strong emphasis on applications, so we will discuss portfolio management, optimization for instrument buckets, cases such as Bridgewater Associate and Renaissance as well as Long-Term Capital Management. This course seeks to provide the tools for students to explore further in the area of quantitative asset management.