Number of LEDs?

It sounds a lot like programming. I tend to build small pieces slowly and build off of those pieces each time. This could be a lot of fun.

Would someone mind helping me pick out a few parts to play with? I am thinking that I will need an Arduino board (any one in particular?), some RGB LEDs, a breadboard, etc? What else would be good?