We are currently on the cusp of a revolution in AI technologies and many of them are being integrated into everyday life. However, there is still work to do to make them human-centric by being understandable, controllable and fair. In this talk I will cover some of my own work in this area, and the challenges to be overcome that point the way for future research in this area.