The intuition behind this important result relies on understanding that a perceptron is a linear classifier. For a two-dimensional input x 1 and x 2 , the perception equation, w 1 x 1 + w 2 x 2 + b = 0 is the equation of a line. (We can see this by putting it in the standard linear format: