Wish I would finally follow my own advice, but I think it would be best to pick a problem and start hacking. There are lots of data sets available on the net, and competitions like the Netflix prize, too.

A while ago there was a story on HN about somebody who built a recommender system for boardgamegeek.com, for example. I thought that was inspiring.