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Installing Debian without GUI for a web server

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http://serverfault.com – I'm unfamiliar with Debian (obviously), so I downloaded the live ISO thinking it might help me out. From the live GUI, I doubled click on the install icon on the desktop and proceeded - it gave me a install with GNOME and a bunch of other software that has no business being on a web server. Generally, I'm a linux noob, but I'm more familiar with Ubuntu and since this server is more for learning, Ubuntu is basically a variation of Debian and Debian is now the most popular OS for web servers, I figured I'd use it. So the first part of my question is,can I install the base/non-GUI version from (HowTos)