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

    https://github.com/apache/spark/pull/19020#discussion_r139772375
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/LinearRegression.scala ---
    @@ -471,6 +574,15 @@ object LinearRegression extends 
DefaultParamsReadable[LinearRegression] {
     
       /** Set of solvers that LinearRegression supports. */
       private[regression] val supportedSolvers = Array(Auto, Normal, LBFGS)
    +
    +  /** String name for "leastSquares". */
    +  private[regression] val LeastSquares = "leastSquares"
    --- End diff --
    
    How about calling this "squaredError" since the loss is "squared error," 
not "least squares."


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