Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/7099#issuecomment-119293973
  
    It's odd to me that there is not a natural conversion from scaled loss to 
unscaled loss; the scaled loss should essentially be a loss scaled by the mean 
label, which we know.  The main issue is getting separate loss and 
regularization terms back from Breeze.
    
    But I'm fine with providing only the scaled loss.  @feynmanliang Can you 
please include a comment in the Scala doc about that?
    
    Btw, I'm distinguishing "loss" (e.g., squared error) from "objective" 
(e.g., squared error + regularization), and I hope we can stick with this 
common usage throughout documentation.


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