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This article discusses the role of hydrological science in the age of machine learning. It suggests that the future of hydrology will be a mix of AI and physics-based approaches, and that hydrological domain knowledge will become an integral part of guiding and developing AI-based systems and analyses. The article encourages hydrologists to demonstrate the value of their expertise against the backdrop of big data.