Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/3637#issuecomment-72416892
  
    @shivaram  In the weakly typed API, fit() will take a DataFrame (containing 
attributes info) + Params.  In the strongly typed API, train() would take an 
RDD[LabeledPoint], separate attributes info, + Params.  Since the weakly typed 
API takes Params, it would be best not to duplicate the attributes info in the 
Params.


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