Bigdata projects can be very expensive and can easily fail: I suggest to start with a small, useful but not critical project. Better if it is about unstructured data collection and batch processing.
Read the interesting articles by Michael G. Noll
Running Hadoop on Ubuntu Linux (Single-Node Cluster)
Running Hadoop on Ubuntu Linux (Multi-Node Cluster)
