While ML has made significant progress in drinking water research, several areas remain untapped, offering significant potential for exploration and improvement. Crucial topics, such as biofilm development, the assessment of AMR risks, and the evaluation of pathogen-related dangers in engineered water systems, are not fully explored. The untapped potential in these fields is immense, and the need to bridge the interdisciplinary divide is critical.