Abstract : This seminar will give an overview of recent research work carried out within the Data, Vibration and Uncertainty Group (https://sites.google.com/view/dvugroup) focusing on developing physics-enhancing machine learning strategies for monitoring and forecasting of engineering structures, such as wind turbines, bridges, and joints in gas-turbines engines. Open challenges and opportunities will be also discussed.