Github user bgreeven commented on the pull request:

    https://github.com/apache/spark/pull/1290#issuecomment-67585200
  
    Addendum: notice that the ANNClassifier.train function has several 
instances, and the number of nodes in the hidden layer(s) is quite critical. 
Hence I would prefer using:
    ```
    randomWeights(data: RDD[LabeledPoint], hiddenLayersTopology: Array[Int])
    ```
    where hiddenLayersTopology indeed only indicates the nodes in the hidden 
layers, as number of input and output nodes are deduced from the data.


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