DL is not working well on low-dimentional samples data, data with low correlation between sample elements, and especially bad for time series prediction which is both. Many people put that kind of senseless projects (DL for time series) on their CV and that is instant black mark for candidate, at least for me. They say "but that approach did work!" I ask "did you try anything else?" "No".