I'd never played before first GMing, Fighting Fantasy RPG ca 1984/85. You don't need to play first, although a couple sessions is good. You probably want to GM for fellow novices, and probably not (eg) strangers on the Internet, for your first ever game.
It's good to run a simple dungeon for...