Deep learning is a subset of machine learning that uses neural networks to learn from data. It's inspired by the structure and function of the human brain and is capable of automatically learning complex patterns and features from large datasets. Deep learning has revolutionized fields like image recognition, natural language processing, and autonomous driving by enabling machines to make sense of vast amounts of information.