This survey course introduces the application of artificial intelligence (Al) to chemical engineering process systems, via a series of topical lectures and industrial case studies. The current state of the field is examined, starting from basic Al concepts and simple applications such as property prediction. Worked industrial case studies include water treatment, pyrolysis, and cooling systems. More advanced topics are surveyed, including neural networks, fault diagnosis, and Al modelling.