This five-day course focuses on describing Data Assimilation (DA) methods and general aspects of assimilating observations. Aspects of the practical implementation of the assimilation techniques for real-size numerical weather prediction (NWP) systems will also be described. A new focus of the course will be to describe how Machine Learning techniques are being incorporated in the traditional DA workflow, and discuss what advantages they can bring in terms of both performance and efficiency. ...