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Manfred comments on Reading Math: Pearl, Causal Bayes Nets, and Functional Causal Models - Less Wrong Discussion
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The math in Causality was a bit difficult, but it wasn't unfamiliar (if you have taken at least one class on probability), and I don't think more classes would help much. You just sorta have to dive in and work through it.