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A 4 year old child actually has a few hundred million years of experience, not 4. Their rapid learning/generalization is much less shocking/magical considering this fact.
Biology is able to pass a lot information from one individual to another as lots of animals are born “ready to go” in both perception/control. And a large fraction of children getting better rapidly as they age can be brain maturing, not magic learning.
Evolution: the original meta-learning algorithm.
Is there any research out there on evolving objective functions rather than networks themselves?
I wouldn't call it experience. More like optimized hardware.
Yes, I also like Chomsky's "innate schematism" which resonates more with hardware / circuitry to me.
Transfer learning at scale!
I guess nature has a very good weights initialisation strategy and I doubt it ever starts from random
Amazing how little they can do at age 1 week with all that experience. The observable improvement from birth to age 5--language, walking upright, hand-eye coordination, writing -- seems to dwarf that " few hundred million years of experience". Am I missing something? $tsla
You're missing this: Mr Karpathy has to rationalise the fact he's been paid many millions of dollars to do one thing - make cars drive themselves - and he hasn't got close.
... uh?... expand, please?
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