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I believe The perfect theoretical result could well be to indicate that SGD on neural nets is definitely an approximation of Solomonoff Induction (or some thing like SI), as well as approximation will get improved given that the NNs get even bigger and deeper. But I've nonetheless to find out any idea that connects neural nets/ SGD to anything like quick courses.
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How so? Especially, have you been indicating that gaussian processes bias to minimal Kolmogorov complexity, or are you expressing that there's some simplicitly prior below Other than what gaussian processes have?
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There is certainly about a gazillion actions of "simplicity". If we pick some simplicity measure M, the usual rule 파워볼 is the fact things with lower M-complexity have small Kolmogorov complexity, but factors with very low Kolmogorov complexity don't automatically have low M-complexity.
It's also nicely-identified the inductive bias of neural networks is influenced by things such as how much time you educate for, and what move dimension and batch measurement you use, and so forth. Having said that, these effects appear to be rather little when compared with the result that originates from the parameter-perform map.
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