Know your model’s limits, interpret it’s behavior and learn from variable length sets. At NIPS 2017 what surprised me the most was not the size of the crowds (they were huge), the extravagance of the parties (I sleep early) or the controversy of the “rigor police” debate (it was entertaining). No, what surprised me the most was the number of papers I saw that (when combined with talks and posters)