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Klao comments on Great Explanations - Less Wrong
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General applicability of Bayesian inference: Judea Pearl, "Probabilistic Reasoning in Intelligent Systems", chapter 2. (Definitely not an explanation suitable for a teenager, but for a college student interested in the topic it is very good, I think.)