However, the conditions they pointed out applied only to the use of a single layer of ... 0 or 1 shown in the perceptron diagram above is called the neuron’s activation function.

(For a more mathematical diagram, see the single-layer perceptron model here.) The resulting value is then given to the activation function. This function can be many things, but in a perceptron ...