The use of machine learning in structural health monitoring is becoming more common, as many the inherent tasks (such regression and classification) developing condition-based assessment fall naturally into its remit. This chapter introduces concept physics-informed learning, where one adapts ML algorithms to account for physical insight an engineer will often have structure they are attempting...