Knowledge Graphs are structured representations of information that capture relationships and properties of entities in a graph format, enabling machines to better understand and derive insights from complex data. They are utilized extensively in applications like semantic search, recommendation systems, and entity recognition to enhance the quality and relevance of data-driven decisions.