Over 1,200 mathematicians and computer engineers are meeting in Cleveland for the Society for Industrial and Applied Mathematics annual event. The gathering focuses on how core mathematics drives progress in healthcare, climate science, and AI. These technical discussions provide a foundation for new algorithmic efficiency. Researchers will share findings that refine current machine learning architectures.