Hilary Mason discusses the transformative potential of machine intelligence and its implications for innovation in technology and data science. She emphasizes the importance of theoretical breakthroughs, economic changes, and new data availability in identifying valuable machine intelligence opportunities. The focus is on utilizing data and algorithms to create reports and prototypes while encouraging industry stakeholders to build a desirable future.