Anamoly detection is a technique primarily known for its use as a fraud detection tool in financial transactions. However it has wide applications in core engineering areas such as system health monitoring, component defect detection, detecting disturbances in sensor networks etc. This course will introduce general theory of the method and cover key techniques used for anamoly detection, in detail. A case study from actual industrial application will also be presented.