I like many of the answers to your question. But a refinement of your question is when do we really have to choose between Bayesian inference and deep learning?

I like many of the answers to your question. But a refinement of your question is when do we really have to choose between Bayesian inference and deep learning? Under what conditions should one pick Stan over Edward or Pyro?