Smart Water and Water Treatment applications and services is a critical aspect of the NAIADES project. Towards that direction the adoption of various AI technologies is required for the development of a novel ICT network. Recent advancements in machine learning and deep learning (two main AI technologies) rendered machines capable of performing tasks in tech industry that typically required human intelligence until now.