The Nyquist Frequency is the highest frequency that can be accurately sampled without introducing aliasing, and it is equal to half the sampling rate of a discrete signal processing system. Understanding the Nyquist Frequency is crucial for ensuring that a digital representation of a signal faithfully captures its original properties without distortion.