Hi,

> Does playing with spark on a personal PC require any additional hardware to
> get started?

No it can all run locally. HDFS is just a file format.

There are lots online resources available e.g. [1] You might want to look at 
one of the edX courses [2] (which are free if you want them to be) to learn 
more about Spark.

Justin

1.  http://www.tutorialspoint.com/apache_spark/apache_spark_introduction.htm
2. https://www.edx.org/course?search_query=spark

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