This course is an introduction to cognitive modeling, automatic and interactive problem solving, natural language processing, knowledge representation, expertise elicitation, machine learning, and other related areas. Emphasis is directed to the application of these methods in industrial environment including tasks such as monitoring, diagnosis, cooperative decision making, computer-aided training.