Backpropagation refers to the process of adjusting the parameters of the second-to-last layer, the third-to-last layer...the first layer according to the error of the final output during training.
Output layer weight adjustment:
Hidden layer weight adjustment:
Offset adjustment:
Backpropagation Algorithm Steps