Chapters 4, 5, and 6 dive deeper into some important transfer learning NLP approaches based on shallow neural networks, that is, neural networks with relatively few layers. They also begin to explore deep transfer learning via representative techniques that employ recurrent neural networks (RNNs) for key functions, such as ELMo.