Which AntiVirus Software Should I Use?

I often get the question "which AntiVirus or AntiMalware software should I use?".  It's a difficult one to answer because there are so many new threats introduced each day and none of the packages out there are going to catch everything.  There are a lot to choose from as well, and some of what's out there purporting to be antivirus programs are actually viruses themselves.