Here's a nicely done introduction to Bayesian reasoning, for those more inclined to visual learning versus formulas. I'm going to steal this approach next time I have to explain it to a non-engineer. As a bonus, it includes a clear explanation of the Monty Hall problem, a classic probability paradox. Via Ole Eichhorn.