Having written MR jobs in the original Java format, I can tell you that it's quite valuable to do so before learning a DSL like Scalding or Pig.
I found http://www.michael-noll.com/tutorials/running-hadoop-on-ubun... to be a very good tutorial for a quickstart guide to Hadoop.