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

    https://github.com/apache/spark/pull/21078#discussion_r182835834
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/LinearRegression.scala ---
    @@ -326,7 +326,7 @@ class LinearRegression @Since("1.3.0") (@Since("1.3.0") 
override val uid: String
             Instance(label, weight, features)
         }
     
    -    val instr = Instrumentation.create(this, dataset)
    +    val instr = Instrumentation.create(this, instances)
    --- End diff --
    
    Why this change?  Is this to match other things inheriting from Predictor?  
Let's keep dataset since I hope (maybe in 3.0) we can switch everything to 
create Instrumentation with Datasets instead of RDDs (since Datasets have more 
info available).


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