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

    https://github.com/apache/spark/pull/3636#discussion_r21556478
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/optimization/GradientDescent.scala 
---
    @@ -142,7 +154,9 @@ object GradientDescent extends Logging {
        * @param regParam - regularization parameter
        * @param miniBatchFraction - fraction of the input data set that should 
be used for
        *                            one iteration of SGD. Default value 1.0.
    -   *
    +   * @param convergenceTolerance - Minibatch iteration will end within 
numIterations
    --- End diff --
    
    "will end within numIterations" --> "will end before numIterations" 
(clearer, IMO)


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