Amp is written in Ruby, so you'll need that first. We don't have a self-contained installer, yet. If you'd like to help with that, check out how to help!
Amp also has a couple other, very basic, requirements right now.
Once you have Ruby, you simply need to run the following command from your favorite command line:
sudo gem install amp --no-wrappers