This course will equip participants with the technical skills to apply machine learning algorithms and deploying practical Artificial Intelligence (AI) models with an industrial edge controller for anomaly detection and predictive maintenance. The course will also cover the essential concepts and background for data analysis on supervised and unsupervised machine learning models and their applications in advanced manufacturing. They will be exposed to the manufacturing AI industry use cases deployed at the smart factory within Temasek Polytechnic Advanced Manufacturing Centre.