Github user srowen commented on the pull request:

    https://github.com/apache/spark/pull/7655#issuecomment-124819642
  
    I really like a good write up on evaluation metrics. My broad suggestions 
are to consider less math and more intuitive explanation, without getting into 
a whole lot of writing. People can read a text or wikipedia for the math; 
that's not quite the MLlib docs audience. Also I think you can refactor out 
some of the duplicated comments.


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