Iain Explains: What is power spectral density?

Over the last few posts we have been talking about the power spectral density of different random processes. We have used the fact that it is a modulus of the signal's Fourier transform squared. But what is the meaning of the power spectral density? Watch the video by "Iain Explains" below for some intuition.