This was a special two-part course organized by Chris Xiaoxuan Lu, an Associate Professor of Robotics and AI at UCL. The sessions focused on Federated Learning covering topics such as intro to FL, Real-world applications, challenges in FL, Flower Datasets, Privacy-enhancing technologies: Secure Aggregation and Differential Privacy and more.