Deep Learning is a powerful branch of Machine Learning where complex layered Neural Networks learn intricate patterns directly from vast amounts of data. This allows computers to achieve remarkable feats in tasks such as image recognition, natural language processing, and decision-making, mimicking human-like intelligence.