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Done that since 2015. You can look at https://github.com/jolibrain/deepdetect. C++ doesn't sound ideal to many, but when your target is production, it's pretty powerful, and since c++11 probably much more comfortable than most non practitioners think. For deep learning, it is excellent for bare metal and fitting with industrial applications. Never looked back. For R&D (gans, flows, RL, ...) Python remains easier to play with.

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