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As for the rest of your remark -- That which you’re stating listed here seems legitimate to me, but I’m unsure I see how any of it is a counterpoint to nearly anything we’re indicating?
We do have empirical data which exhibits which the neural community "prior" is biased in the direction of lower-complexity functions, and many arguments for why it could sound right to be expecting this to be the situation -- see this new website post, and my remark listed here.
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The main place, as I see it, is actually that features with great generalisation correspond to significant volumes in parameter-space, Which SGD finds features having a chance roughly proportional to their quantity.
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But 파워볼사ì´íŠ¸ after you encode the inputs as vectors of duration n and 파워볼 feed them right into a model, the layers with the product have weights which can be also n-vectors.
There is a few gazillion steps of "simplicity". If we select some simplicity evaluate M, the usual rule is usually that issues with very low M-complexity have reduced Kolmogorov complexity, but factors with low Kolmogorov complexity Never essentially have low M-complexity.
This is excellent! This surely does manage to me like sturdy evidence that SGD is the incorrect spot to search for comprehension neural networks' inductive biases and that we really should be focusing more around the architecture in its place.
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