"Last.fm is well known as an early adopter of Hadoop as a way of storing billions of scrobbles and computing charts from them. We also increasingly use Hadoop to scale more algorithmic tasks to large datasets. At this month's Hadoop User Group meetup, Mark Levy (@gamboviol) will talk briefly about three of Last.fm's projects in Hadoop: * topic analysis with Latent Dirichlet Allocation * graph-based recommendations * audio analysis "

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