In this chapter, you'll explore deep learning, a subfield of machine learning that focuses on training deep neural networks. You'll learn about the architecture and training of deep neural networks, as well as the applications of deep learning in various industries. By the end of this chapter, you'll be able to design and implement deep learning models using popular frameworks like TensorFlow and PyTorch.