Deep Learning is a subfield of machine learning that focuses on using artificial neural networks to model and solve complex problems. The term "deep" refers to the use of deep neural networks, which are neural networks with multiple layers (deep architectures). These deep architectures enable the modeling of intricate patterns and representations, making deep learning particularly effective for tasks involving large amounts of data and complex relationships.