Microcontroller Newbe here. LED color pattern controller for arcade machine
Get an Arduino and a strip of individually addressable RGB LED 'pixels' from Adafruit.

Adafruit has a great tutorial on using these LEDs with the Arduino.

Here's a link to the product page: https://www.adafruit.com/products/306#Description