I too was totally new to Joomla. What I did was went ahead and installed using fantastico (where you can install this in 3 clicks).
Then went ahead and tried each and every option to get a feel of it.
Then download user manual and quick guide from joomla.org and read that. Since I have gone through all option it started making sense.
Try this out and let us know if you stuck somewhere.