The Bayesian Revolution.

Bayesian algorithms are around for a while, but in the last few years, they have got some wild popularity. They are now used in a wide variety of areas ranging from psychology to mail classification (spam). If you tried understanding it, and wasn’t able to, a simpler tutorial is here by Eliezer Yudkowsky.