Deep Learning, Ian Goodfellow, Yoshua Bengio, and Aaron Courville, 2016 (MIT Press) - A comprehensive textbook covering fundamental concepts of neural network architectures, including layers and connections.
Neural Networks and Deep Learning, Michael A. Nielsen, 2015 (Determination Press) - An accessible online book offering clear explanations of neural network structure, layers, and their operational principles.