Bayes’ theorem was the subject of a detailed article. The essay is good, but over 15,000 words long — here’s the condensed version for Bayesian newcomers like myself:

This is a companion discussion topic for the original entry at http://betterexplained.com/articles/an-intuitive-and-short-explanation-of-bayes-theorem/?comply