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They probably don't have to say that stores are closing everywhere. Every week there's news about possible store closings. This week it's Staples and Safeway, last week it was Guitar Center, before, Pennys, Best Buy, Disney Store etc.

You could look at the appendixes in texts by Bishop, MacKay, Barber and Rasmussen/Williams to see what they expect (and they expect a pretty thorough understanding. The last 3 are freely available content

http://www.inference.phy.cam.ac.uk/itila/book.html

http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/090310.pdf

http://www.gaussianprocess.org/gpml/chapters/RW.pdf

Also, an excellent list of ML resources: http://www.reddit.com/r/MachineLearning/comments/1jeawf/mach...

Here's some things with more substance (I don't think the blog author is doing any SEO machinations, but there's just not much to learn from his last few posts. Essentially he's written Data Science advice similar to many other authors, but he's substituted the words "Machine Learning"

I could dig up other ML gotchas/guidelines posts, need to dig thru bookmarks)

http://homes.cs.washington.edu/~pedrod/papers/cacm12.pdf

http://www.inf.ed.ac.uk/teaching/courses/dme/html/datasets04... (read Challenges in each dataset)

http://alpinenow.com/blog/machine-learning-is-not-black-box-...

http://research.microsoft.com/en-us/um/people/minka/papers/n...

There's lots of case studies on akka in production, and people using are generally happy but also honest about bottlenecks they hit (more than a few thousand messages in message box etc

http://www.addthis.com/blog/2013/04/16/building-a-distribute...

http://marakana.com/s/akka_hammer_scala_nails,1129/index.htm...

http://corp.klout.com/blog/2012/10/scaling-the-klout-api-wit...

http://blog.kreuzverweis.com/uncategorized/moving-from-osgi-...