Why Do We Need Knowledge Graphs? What Is a Knowledge Graph? The order of the title may be somewhat unfamiliar to some readers. Typically, when introducing an unfamiliar concept, we provide its definition first. The reason for changing the order is to avoid presenting readers with a cold and rigid conceptual description at the outset … Read more
In recent years, with the resurgence of the concept of “Artificial Intelligence”, besides the popular term “Deep Learning”, “Knowledge Graph” has undoubtedly become another “silver bullet” in the minds of researchers, industry professionals, and investors. Simply put, a “Knowledge Graph” is a way to represent “entities”, their “attributes”, and the “relationships” between entities in a … Read more
1 Overview The concept of knowledge graphs was first proposed by Google on May 17, 2012, aiming to describe concepts, entities, events, and their relationships in the objective world, serving as a core foundation for building the next generation of intelligent search engines. In simple terms, a knowledge graph is a network of relationships formed … Read more
01 The Core Driver of Artificial Intelligence: Knowledge Graphs The scale and speed of data and information generation today make it difficult for organizations to effectively extract valuable insights frommassive information and diverse sources. We rely on Google, Amazon, Alexa, and other chatbots because they help us find information and take action in ways that … Read more
Source｜SimmerChan (Zhihu) Editor｜Debra AI Frontline Guide: This article is mainly divided into three parts. The first part introduces why we need knowledge graphs, the second part discusses the relevant concepts of knowledge graphs and their formal representations. Finally, a brief summary is made, and the content of subsequent articles in this column will be introduced. … Read more