Edward discusses the motivation behind creating an ambitious model called Doctor AI, which aims to predict a wide array of diagnoses rather than focusing on a single illness. He highlights the difference between traditional single-disease approaches and the data-driven methodology of handling multiple diagnoses, emphasizing the reliance on vast amounts of data to uncover complex relationships within patient trajectories.