2nd Summer School on MegaData: Federated Machine Learning course provides an introduction to Federated Machine Learning (FL), a privacy-preserving distributed ML. Flower team had the opportunity to expand and talk about intro to Flower, how Flower components interact with one another, DP, secure aggregation, Flower Datasets, Hands-on tutorial, FlowerTune and FlowerLLM.