Github user MLnick commented on a diff in the pull request:

    https://github.com/apache/spark/pull/20257#discussion_r161472191
  
    --- Diff: docs/ml-features.md ---
    @@ -775,7 +775,9 @@ for more details on the API.
     </div>
     </div>
     
    -## OneHotEncoder
    +## OneHotEncoder (Deprecated since 2.3.0)
    --- End diff --
    
    I think we should add a little more detail about why it's deprecated.
    
    The reason is that because the existing `OneHotEncoder` is a stateless 
transformer, it is not usable on new data where the number of categories may 
differ from the training data. In order to fix this, a new 
`OneHotEncoderEstimator` was created that produces a `OneHotEncoderModel` when 
fit. Add a link to the JIRA ticket for more detail 
(https://issues.apache.org/jira/browse/SPARK-13030).


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