A. Feed-forward refers to a neural network architecture where information flows in one direction, from input to output, with no feedback loops. Deep feed-forward, commonly known as a deep neural network, consists of multiple hidden layers between input and output layers, enabling the network to learn complex hierarchical features and patterns, enhancing its ability to model intricate relationships in data.