Knowledge graphs are expansive networks that organize and connect data entities, such as people, places, and concepts, along with their attributes and relationships. They enable machines to understand and interpret complex information by linking related data points, facilitating advanced query capabilities, reasoning, and semantic analysis. Widely used in search engines, recommendation systems, and natural language processing.