Deep learning is an advanced machine learning technique that is inspired by the structure and function of the brain. This chapter introduces deep learning and discusses how it can be applied to solve complex problems through the use of artificial neural networks that mimic biological neurons. It also explores topics related to networking and security as they relate to deep learning applications.