Just like a drive by shooting, but instead of a bullet, one puts a cup of Maruchan Cup Noodles on another person's car.

For example, your friend is sick and you want to surprise them with a hot soup so they can get better, you go over their house, drop off the cup noodles and leave swiftly. Hence, Drive by noodling.