For more information on where to get CDs, see Section 4.1, “Official Ubuntu CD-ROMs”.
Some installation methods require other images than CD images. Section 4.2.1, “Where to Find Installation Images” explains how to find images on Ubuntu mirrors.
The subsections below will give the details about which images you should get for each possible means of installation.