Deep learning is a subfield of machine learning that focuses on training algorithms to recognize patterns and make intelligent decisions by simulating the workings of the human brain. It is important because it has shown promising results in various domains, such as computer vision, natural language processing, and speech recognition. Deep learning has the potential to enable significant advancements in AI technology.