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

    https://github.com/apache/spark/pull/1290#discussion_r19717451
  
    --- Diff: docs/mllib-ann.md ---
    @@ -0,0 +1,223 @@
    +---
    +layout: global
    +title: Artificial Neural Networks - MLlib
    +displayTitle: <a href="mllib-guide.html">MLlib</a> - Artificial Neural 
Networks
    +---
    +
    +# Introduction
    +
    +This document describes the MLlib's Artificial Neural Network (ANN) 
implementation.
    +
    +The implementation currently consist of the following files:
    +
    +* 'ArtificialNeuralNetwork.scala': implements the ANN
    +* 'ANNSuite': implements automated tests for the ANN and its gradient
    +* 'ANNDemo': a demo that approximates three functions and shows a 
graphical representation of
    +the result
    +
    +# Summary of usage
    +
    +The "ArtificialNeuralNetwork" object is used as an interface to the neural 
network. It is
    +called as follows:
    +
    +```
    +val annModel = ArtificialNeuralNetwork.train(rdd, hiddenLayersTopology, 
maxNumIterations)
    --- End diff --
    
    How common is it to have different number of nodes in the hidden layer? I 
am wondering whether there should be support for a simpler method ```def 
train(rdd, numNodesHiddenLayers, maxNumIterations)``` and perhaps even a 
simpler ```def train(rdd)``` with good default settings to help users get 
started.
    
    @mengxr @jkbradley Would the upcoming MLlib API feature make this 
suggestion moot with support for default parameters?


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