The term deep learning refers to a subset of machine learning that utilizes neural networks to model complex patterns in large datasets. Deep learning algorithms automatically learn representations from data through multiple layers of processing, enabling high performance in tasks such as image recognition, natural language processing, and autonomous systems. This approach has revolutionized AI, making it possible to tackle problems previously deemed too complex for traditional machine learning techniques.