Deep learning is a subset of machine learning that uses artificial neural networks with multiple layers to process complex data. It excels in tasks like image and speech recognition, natural language processing, and autonomous driving by learning hierarchical patterns from large datasets. Deep learning models require significant computational power and large amounts of data to perform effectively.