Can you point at a good survey article, blog post, course or book that goes into the NLU aspect? I've watched a bunch of courses on DNN but feel that stuff doesn't apply well to NLU aspects. The speech rec stuff used to be done with HMMs until recently but as you said, DNN is now the way to go for it.