Tokyo's Transportation Museum is pretty neat. Although it is pretty sketchy on railroad history, it makes up for that by having very good displays on railroad technology. There are displays on rails, wheels, signals, the operation of electric locomotives, and a couple of simulators. There are also some preserved locomotives and cars and a model railroad.