Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/4735#issuecomment-75869252
  
    Is LabelIndexer going to be different from FeatureIndexer.  We will need a 
transformer to index features as well.  I've been planning to revive my old PR 
for DatasetIndexer which was headed this way: 
[https://github.com/apache/spark/pull/3000], but it would be good not to 
duplicate efforts.
    
    If you want to merge the 2, that would be great, or I could push an update. 
 The main thing I liked about DatasetIndexer is that it could be used to choose 
which features to treat as continuous vs. categorical based on a maxCategories 
threshold.  Choosing automatically helps users to avoid having to hand-pick 
columns as categorical vs. continuous.


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