The course introduces data mining concepts, data pre-processing techniques, data visualization tools, dimension reduction methods, and machine learning models for discovering knowledge from large data sets that occur in real-world applications including manufacturing and production. The concepts and methods are illustrated with examples and learning is reinforced by interactive check-your-knowledge activities.