Github user sethah commented on the pull request:

    https://github.com/apache/spark/pull/7655#issuecomment-124870109
  
    Sean,
    
    Thanks for your feedback. I agree that more intuitive descriptions will be 
helpful, and so I will work on getting those into the document. One thing I'd 
like to point out is that I think having clean mathematical formulas for each 
algorithm is necessary because some of these algorithms are implemented 
differently in MLlib than they are defined on, say Wikipedia. I think having a 
description, or as you said, some links alongside the mathematical definitions 
is best. If you disagree, let me know, otherwise I'll move forward with that 
thought process in mind.


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