The term "deep learning" in AI research signifies a subset of machine learning that uses neural networks with multiple layers to process and learn from vast amounts of data. It mimics human brain functionality to identify patterns, make predictions, and perform complex tasks such as image and speech recognition. Deep learning has driven advances in various AI applications, enhancing capabilities in areas like computer vision, natural language processing, and autonomous systems through its ability to learn hierarchical data representations.