In this paper basic concepts of machine learning and data mining are introduced. Machine learning algorithms extract knowledge from diverse data bases that can be used to build decision-making systems. For example, based on the operational engineering data, equipment faults can be detected, the number of items to be ordered can be predicted, optimal control parameters can be determined. A frame...