waterbodies contributes to the development of antibiotic-resistant bacteria (ARB) and ARGs, posing a serious threat to aquatic ecosystems and public health by causing antimicrobial resistance (AMR) . The advent of ML has introduced novel methodologies that enhance our ability to assess the risks and track the sources of AMR in in drinking water with unprecedented precision (Table ).