This course provides an overview of artificial intelligence tools and techniques used to solve mechanical engineering problems. In particular, the course focuses on data-driven methods that find application in the modeling and control of dynamic systems, with an emphasis on reduction techniques, classification, and identification. Special emphasis is reserved for control systems based on machine learning techniques.