The term 'deep learning' relates to a subset of AI that employs neural networks with multiple layers to model complex patterns in data. Deep learning algorithms excel in tasks such as image recognition, natural language processing, and speech recognition. By processing large volumes of data, these models can automatically extract features and improve their performance over time. The ability to learn hierarchical representations makes deep learning a powerful tool in modern AI applications, contributing significantly to advancements in technology.