Github user imatiach-msft commented on a diff in the pull request:

    https://github.com/apache/spark/pull/16516#discussion_r95679101
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/classification/LogisticRegression.scala
 ---
    @@ -365,7 +365,7 @@ class LogisticRegression @Since("1.2.0") (
           case None => histogram.length
         }
     
    -    val isMultinomial = $(family) match {
    +    val isMultinomial = $(family).toLowerCase match {
    --- End diff --
    
    maybe we need to have a different accessor that is consistently used on the 
transform/estimator side internally to:
    1.) change the value to lowercase 2.) trim any whitespace
    Changing the setter might cause issues because then when users try to 
validate that their parameters are set correctly they will see that they are 
modified, which is unexpected.  The case-insensitive compare should be done as 
in this PR, but instead of calling toLowerCase everywhere explicitly we should 
be accessing using some other method that normalizes the parameter internally


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