I got this from my collaborator Chris DuBois who sent me Mark Levy's Recsys talk. Previously from last.fm, Mark has generously contributed an implementation of the CLiMF algorithm to GraphChi collaborative filtering toolkit.
What's nice about this talk is examines some of the recent data competition and points some flaws in the way they were constructed.
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