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

    https://github.com/apache/spark/pull/1814#discussion_r15920590
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/feature/StandardScaler.scala ---
    @@ -35,38 +35,47 @@ import org.apache.spark.rdd.RDD
      * @param withStd True by default. Scales the data to unit standard 
deviation.
      */
     @Experimental
    -class StandardScaler(withMean: Boolean, withStd: Boolean) extends 
VectorTransformer {
    +class StandardScaler(withMean: Boolean, withStd: Boolean) {
     
    --- End diff --
    
    The current API is more consistent with others like 
`LinearRegressionWithSGD`. We can add them later after we figure out the right 
way to specify parameters.


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