Homomorphic encryption is one of the technologies allowing the public cloud to operate on secret data without leaking any information about the data. In these two talks, the speakers give a general overview of the capabilities of homomorphic encryption and of the general security model. They will detail some of the tools and technologies that make it usable for concrete use-cases and share the latest advances in practical homomorphic encryption with a strong emphasis on applications to deep learning.