„Hadoop: the Definitive Guide.“ is the most important text on Hadoop. Online you’ll find other useful tutorials.
So here just a quick list of good Big Data tutorials:
Quick Start VMs
Cloudera and Hortonworks offers you VM Images (single-node cluster). That’s really cool.