This video provides a clear explanation of knowledge graphs, defining them as a way to represent semantic information between entities using nodes and edges. It demonstrates how they enable machines to understand relationships, infer missing facts by combining diverse data sources, and power various commercial applications like virtual assistants, recommendation systems, and fraud detection, often utilizing Natural Language Processing (NLP). The video concludes with a relatable example illustrating the connections between humans, coffee, and sleep.