Deep Learning is a specialized area within machine learning that employs multi-layered neural networks to automatically learn complex patterns and features from large datasets. By structuring layers hierarchically, it enables the extraction of increasingly abstract representations, making it highly effective for tasks such as image recognition, natural language processing, and speech analysis.