Bayes Theorem allows you to compute the probability of B given A, provided you have probabilities for A given B, A, and B.
Bayes Classifier models uncertainty by keeping probabilities for each of the possible scenarios. As more information becomes available, the probabilities are updated to more accurately reflect what is now known about the given situation.
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