Github user rxin commented on the pull request:

    https://github.com/apache/spark/pull/67#issuecomment-36562029
  
    Hi @jyotiska 
    
    These docs are not meant to be consumed directly as markdown files. They 
are meant to be generated using jekyll (run jekyll build in docs folder), and 
they will create the documentation here: 
http://spark.incubator.apache.org/docs/latest/python-programming-guide.html
    
    Changing the extension to .md breaks all the links. 


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