Deep learning is a subfield that creates complex neural networks to solve problems. These networks are modelled after the structure and function of the human brain, allowing them to learn from large amounts of data and make predictions or decisions based on that data. Deep learning has been used successfully in a wide range of applications, including image recognition, natural language processing, and speech recognition.