Marcello comments on My Bayesian Enlightenment - Less Wrong
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@Will: The point is not that you should necessarily run the algorithm that would be optimal if you had unlimited computational resources. The point is that by understanding what that algorithm does, you have a better chance of coming up with a good approximation which you can run in a reasonable amount of time. If you are trying to build a locomotive it helps to understand Carnot Engines.