Just a heads up a LAMP stack on Ubuntu can be done in under an hour and half. I recently setup a LAMP stack and never setup a LAMP stack before in less than two hours.
I have some sys admin and nix experience. If I were you, unless you knew you wanted to learn how to setup and scale apps (sys admin), I'd go with webfaction