The easiest way to get started with Big Data tools is to use Hortonworks Sandbox
It is a virtual appliance that has a long list of big data tools pre-installed.
- adequate memory (4GB minimum, 8GB required to run Ambari and HBase)
- one of VMWare, VirtualBox, or HyperV
- Virtualization enabled on BIOS
Have fun 🙂