A Few Useful Things to Know about Machine Learning [pdf]
homes.cs.washington.edu
homes.cs.washington.edu
Now deep learning seems to debunk the more-or-less usefulness of the feature extraction step.
But for what it's worth this paper was published in the Oct 2012 issue of Communications of the ACM, so it's at least that old.