A perceptron is a decision-making unit for computers that takes inputs, weighs them, and outputs either a 1 or 0.Perceptrons can only solve simple problems and are not effective in classifying complex images.Multi-layer networks are teams of perceptrons working together and can solve more complex problems.Multi-layer networks consist of multiple layers, with each layer passing data to the next layer until a final decision is made.