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Yes. Deep Learning definitely needs a new programming language. Uber's Pyro is worth checking out. (https://eng.uber.com/pyro/)

Umm that's not a programming language as such, it's a probabilistic programming DSL built on top of Python/Pytorch. It's one level of abstraction up.