viirya commented on a change in pull request #30413:
URL: https://github.com/apache/spark/pull/30413#discussion_r529769785



##########
File path: python/pyspark/mllib/regression.py
##########
@@ -224,11 +234,13 @@ def _regression_train_wrapper(train_func, modelClass, 
data, initial_weights):
 
 class LinearRegressionWithSGD(object):
     """
+    Train a linear regression model with no regularization using Stochastic 
Gradient Descent.
+
     .. versionadded:: 0.9.0
-    .. note:: Deprecated in 2.0.0. Use ml.regression.LinearRegression.
+    .. deprecated:: 2.0.0.

Review comment:
       2.0.0. -> 2.0.0




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