Water, Fire and Smoke Effects Using Particles and Opacity Maps

This is by no means a new technique, in fact, I saw it being demoed at the Kinetix booth at Siggraph, but people have asked several times how I create my smoke and water effects. So here's a quick tutorial discussing the concepts.