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

    https://github.com/apache/spark/pull/1624#discussion_r15623446
  
    --- Diff: python/pyspark/mllib/regression.py ---
    @@ -109,18 +109,27 @@ class 
LinearRegressionModel(LinearRegressionModelBase):
         True
         """
     
    -
     class LinearRegressionWithSGD(object):
         @classmethod
    -    def train(cls, data, iterations=100, step=1.0,
    -              miniBatchFraction=1.0, initialWeights=None):
    -        """Train a linear regression model on the given data."""
    +    def train(cls, data, iterations=100, step=1.0, regParam=1.0, 
regType=None,
    +              intercept=False, miniBatchFraction=1.0, initialWeights=None):
    +        """Train a linear regression model on the given data. The 
'regType' parameter can take
    +           one from the following string values: "L1Updater" for invoking 
the lasso regularizer,
    --- End diff --
    
    In Python, the line width for docs should be less than 80 (or 78 to be 
safe).


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