For a beginner Ubuntu Desktop is recommended as it includes a GUI and is easier 
to install. Also referServerFaq - Community Help Wiki

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| ServerFaq - Community Help WikiFrequently Asked Questions about the Ubuntu 
Server Edition This Frequently Asked Questions document is intended to help 
system administrators and users of the Ubuntu Server edition.  |
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| View on help.ubuntu.com | Preview by Yahoo |
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        From: Joanne Contact <joannenetw...@gmail.com>
 To: "user@spark.apache.org" <user@spark.apache.org> 
 Sent: Saturday, February 14, 2015 7:05 AM
 Subject: Is Ubuntu server or desktop better for spark cluster
   
Hi gurus,

I am trying to install a real linux machine(not VM) where i will install spark 
also Hadoop. I plan on learning the clusters. 

I found Ubuntu has desktop and server versions. Do it matter? 

Thanks!!

J
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