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

    https://github.com/apache/spark/pull/10610#discussion_r51214306
  
    --- Diff: python/pyspark/mllib/clustering.py ---
    @@ -335,19 +380,34 @@ class GaussianMixture(object):
     
         Learning algorithm for Gaussian Mixtures using the 
expectation-maximization algorithm.
     
    -    :param data:            RDD of data points
    -    :param k:               Number of components
    -    :param convergenceTol:  Threshold value to check the convergence 
criteria. Defaults to 1e-3
    -    :param maxIterations:   Number of iterations. Default to 100
    -    :param seed:            Random Seed
    -    :param initialModel:    GaussianMixtureModel for initializing learning
    -
         .. versionadded:: 1.3.0
         """
         @classmethod
         @since('1.3.0')
         def train(cls, rdd, k, convergenceTol=1e-3, maxIterations=100, 
seed=None, initialModel=None):
    -        """Train a Gaussian Mixture clustering model."""
    +        """
    +        Train a Gaussian Mixture clustering model.
    +
    +        :param rdd:
    +          Train with a RDD of data points.
    --- End diff --
    
    ditto


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