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Certainly it is worth it to study how exactly biology and biochemistry gives rise to complex behavior! Basic research like this doesn’t have to justify itself with potential applications. Besides, there’s really no evidence that deep networks are any kind of an analogy to animal nervous systems. They might just as well be aliens as far as cognition goes.


They're computer programs, not living beings. Biology is still light-years ahead of the complexity of our computer systems.




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