I loved this blog post by Raymond Li that Aleck forwarded tonight: Top 10 Data Mining Algorithms. It’s approachable even by people who’ve never used any of these tools. And yet it’s so rich with information that I learned about some new techniques I’d never heard of and it cleared up some misconceptions I had about some algorithms (SVMs in particular).