Good discussion (and video) of simulation (current programming paradigm) and inference (the probabilistic methods).

The Pentagon's blue-sky researchers are eying computers that can learn on their own, which could make for some advanced new smart machines -- which are simple enough for non-experts to use as well.

RBM, Contrastive Divergence, etc...

Classification and regression machine learning using a collection of base learners.