However, a state-of-the-art, comprehensive review is missing that focuses on the applications of ML to monitor, simulate, predict, and control drinking water quality, especially in engineered water systems. Since engineered water systems are the vital civil infrastructure delivering municipal water from water utilities to the residents and industrial/commercial consumers , summarizing such applications can help understand and ensure drinking water quality, protect public health, and promote socioeconomic development.