I put together a little opinion piece on why Spark is cool for data science. There is, I think, a nice example of using ALS with Stack Overflow tags in here too. Hope Spark folks out there might enjoy...
http://blog.cloudera.com/blog/2014/03/why-apache-spark-is-a-crossover-hit-for-data-scientists/ Sean
