Nominull comments on Rationality Quotes: January 2011 - Less Wrong
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I don't think this is really true (but have not been able to downvote anything for quite some time). You can have a functional understanding of how something works (if you do A to it it makes B happen) without having a model of how it works internally. This sort of modeling is what the "theory" practicalists disdain concerns itself with, and they may do well to ignore it.
Because we have limited computational abilities, we will often do better on non-novel problems by learning a few useful patterns than by deriving everything from the underlying model. There is a reason why in elementary-school math classes we do not just give the children the Peano axioms and say "have at it".
Next paragraph in the book:
The synthesis here is roughly: Practical experience in a sort of Giant Lookup Table fashion but has bugs and fails in certain situations. Theory may have limits, but its main flaw is that it includes many useless things. To help those with practical experience, you need an awareness of theory and an awareness of the bugs in practical experience.
Anecdotal evidence: Most of driving, I learned through practice and instruction. I learned to brake smoothly only after my dad told me the underlying physics.
Thinking it over, it's also a matter of extrapolation. From practice, you can effectively fit a curve to the behavior, but you don't learn what happens outside the domain where that curve fits - and so, when you stall the wing or lose grip on the rear tires, your reactions will be exactly wrong, because you're playing by rules that don't apply any more. And yes, you can learn to fit the point of switchover and learn to fit the behavior in the new regime, in time ... but if you crash, first, it will be very expensive.
Agreed, both are advantages of theory.
I would like to belatedly apologize for the terseness of my response - I realize now that I was basically punishing you for not hearing what I didn't say, which was wrong of me.
In point of fact, I think Langewiesche was not quite correct - you can do things well without theory. Look at control systems. What theory lets you do is predict which practices will do well. We don't give children the Peano axioms, but we try to make sure what we teach them accords with those axioms.