Self-Learning software to identify objects and actions
Yann LeCun and Rob Fergus's "Deep Learning" program, sponsored by DARPA, seeks to "develop code that can teach itself to spot objects in a picture, actions in a video, or voices in a crowd" on the first try and without supervision. The full story is available from Wired.