This episode uncovers key insights into the evolving realm of artificial intelligence and machine learning, from Andrew Ng's development and test set principles to the implementation of RAG in enhancing AI communications, and the strategic moves of Morgan Stanley in finance AI. We delve into the shift towards graph based models in epidemiology forecasting, and conclude with the pivotal role of machine learning in big data analysis for business insights.