From a new users perspective, a lot of the main ones will probably feel very similar and the main difference you'd notice is stability and compatibility. Don't overwhelm yourself with choices, just choose a easy to use, high user base, well supported distro to start on (Fedora, Ubuntu, Mint) and if you don't like it move to something else later