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

    https://github.com/apache/spark/pull/6460#discussion_r31385524
  
    --- Diff: python/pyspark/mllib/regression.py ---
    @@ -389,7 +434,36 @@ class RidgeRegressionWithSGD(object):
         def train(cls, data, iterations=100, step=1.0, regParam=0.01,
                   miniBatchFraction=1.0, initialWeights=None, intercept=False,
                   validateData=True):
    -        """Train a ridge regression model on the given data."""
    +        """
    +        Train a regression model with L2-regularization using
    +        Stochastic Gradient Descent.
    +        This solves the l1-regularized least squares regression
    --- End diff --
    
    l2, not l1
    Can you please fix this bug in the Scala/Java doc too?


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