After an introduction to the fundamental algorithms of Artificial Intelligence (AI), it will be shown how AI is a powerful ally in engineering design. Different transversal applications of Engineering will be studied and investigated: from the resolution and optimization of mathematical models and physical systems, to the analysis and classification of data. At the end of the course, students will be able to use AI techniques even without using specific libraries or software.