Two hundred and fifty years after Hume set off his bombshell, it was given elegant mathematical form by David Wolpert, a physicist turned machine learner. His result, known as the “no free lunch” theorem, sets a limit on how good a learner can be. The limit is pretty low: no learner can be better than random guessing!
