My acrylic ones are in a notebook by subject, but I primarily buy wooden ones. I store them like this:
Great wooden stamp storage By Dwelch
I have 10 of these big cases with smaller labeled boxes in each (by subject). I keep a sheet of paper on top with Box number and subjects so I can find what I want very easily. I break up sets and store only by subject.