and I'll move on to special tips and tricks that practitioners have developed that are less theoretically motivated but it seemed to work well in practice then I'll describe some research frontiers and I'll conclude by describing the latest state of the art and generative modeling which combines generative adverse health at works with other methods so the first section of this presentation is about why we should study generative models at all most of the time and machine learning we use models that take an input and map that