Non-technical articles on machine learning

Noam Chomsky criticized statistical language modelling recently at a conference at MIT (Brains, Minds and Machines). Peter Norvig has given cogent reply to Chomsky's aspersions in this essay.

Here's a good article from hunch.net on research directions for ML. Search the reddit ML forum for many posts on this topic.