For a person - such as myself - who has no idea about different version of Linux, what's really the difference in those? Is it just a different version - such as Windows XP, Windows Vista, etc? and then we have Leopard, Panther, Tiger, etc. for mac.

What's your reasoning behind each version? newer? more goodies? security? wha?