Root Mean Square Speed is a measure of the average speed of particles in a gas, which is crucial for understanding kinetic energy and temperature relationships in thermodynamics. It provides insight into how molecular mass and temperature influence the speed of gas molecules, with higher temperatures and lighter molecules resulting in higher speeds.