bogus comments on How do you learn Solomonoff Induction? - Less Wrong Discussion
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Solomonoff induction is uncomputable, thus, as a direct consequence, it cannot be learned. Some approximations to it which are of practical interest: Occam learning and probably approximately correct learning. As a general matter, these questions are addressed by computational learning theory.