[robertsami]

I think an important takeaway here is that when you know very little about the nature of your data, dimensionality reduction is a great place to start. You're right to criticize matrix factorization as a end-all be-all tool for "machine learners", but don't mistake Jeremy's point here -- matrix factorization, and dimensionality reduction techniques in general, is a great first step in understanding any dataset.