This effort using process data analytics and “big data” machine and deep learning (AI) techniques currently involves two major application areas: biomedical systems and smart manufacturing for sustainability. Automated insulin delivery systems are being developed to improve the regulation of blood glucose in individuals with type 1 diabetes. Advanced data analytics are being developed to reduce energy consumption in air separation units (ASU), steel manufacturing and other large-scale processes.