Symbolic and connectionist AI don't really refer to different kinds of making computers compute, but to different political camps among people who don't know how to build AI yet.
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I don't think that the search for function approximators should be done manually, it is itself a problem that yields to automatic function approximation. Eventually, AI might be the result of the automation of the search for meta-learners (which for our own minds was evolution).
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