Github user MechCoder commented on the pull request:

    https://github.com/apache/spark/pull/4677#issuecomment-75195111
  
    @jkbradley I've fixed up your comments.
    
    a] Negative tol is allowed.
    b] It makes sense to return based on the best validationError rather than 
the previous one (when it breaks) so I've changed that too.
    c] I've added a section to ensembles so that this can be easily found.
    
    I think we are ready for a final round of reviews.


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