Keras[1] does a pretty good job of making NN's simple to use. That said, you still have sort of know whats going on. I do think tools like Keras make using NN and ML easier than a lot of basic programming things.
I believe Google is building or has built some services which you can feed an image or text and it will do some NN magic and spit back the answer.[2]