It’s for solving real problems. I think you’re doing it right as long as you don’t treat it as the only solution (where everything looks like a nail with your hammer).
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Ok, but I can't really see any reason why deep learning won't (some day in the "distant" future) lead to something that can be called human-like intelligence. CNN already approximate human visual cortex, reinforcement learning already produces human-like strategies to win games.
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And deep learning is just 7 years old, imagine the breadth it'll have when it will become a "mature" discipline with solid software engineering principles embedded into it and universally recognized.
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