complete beginner.. please explain?

Technically, you could talk about led forward voltages as 'diode drops' but this isn't done normally to avoid
confusing it with rectifier and signal diode drops (0.7 & 0.3 respectively ). Led diode drops, called 'forward voltage' vary with the color so blue could be very different from red or yellow.

Led forward voltage by color