Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/4677#issuecomment-74967548
  
    My recommendations:
    * Name the new run() method something more explicit like 
runWithValidation().
    * Don't add the extra train() methods since users can use run().
    * Rename convergenceTol to something like validationTol (since 
convergenceTol applies to the training set in general).
    * Generalize the boost() method rather than duplicating it to avoid code 
duplication.
    
    We had discussed providing a helper method evaluateEachIteration() in the 
JIRA, but I'd prefer to have that be a separate JIRA and PR.  Does that sound 
good?
    
    Thanks!


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