An intelligent spoken dialogue system models the conversation between two people and replaces the modelled person with a machine. Building one requires dialogue modelling, dialogue understanding, dialogue generation, speech synthesis and speech recognition to come together as a whole. This laboratory concentrates on dialogue modelling based on reinforcement learning, and on dialogue understanding and speech synthesis using deep neural networks.