Github user noel-smith commented on the pull request:

    https://github.com/apache/spark/pull/8684#issuecomment-150018838
  
    I think we should keep the comments - but just tweak them so that they're 
valid [reStructuredText](http://sphinx-doc.org/rest.html). 
    
    In this case all that really needs to be done is to remove the square 
brackets from URLs and format the indented blocks in the same way as the 
formula in the ```RidgeRegressionWithSGD.train()``` method (i.e. 4 lines indent 
+ newlines before + after).


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