Many practitioners have found that although RAG can quickly build a demo in a short time, it faces numerous challenges in actual production environments. This article analyzes the core issue of RAG’s industrial implementation from the perspective of entrepreneurs in the AI large model field—problem grading—and discusses the challenges and solutions of four types of … Read more
Reprinted from WeChat Official Account | Blue’s Little Firefly In this article, I would like to accurately introduce the application areas of Knowledge Graphs (KG) in the RAG pipeline. We will explore the different types of questions that arise in the RAG pipeline and how to address these issues by applying knowledge graphs at various … Read more
A knowledge graph is a technology for organizing and representing knowledge in a graph structure, which builds a computable and inferable knowledge base by abstracting entities, attributes, and relationships. The graphical data structure allows machines to process and understand complex information more naturally, making data retrieval and analysis more efficient. In recent years, knowledge graphs … Read more
The knowledge graph is a very popular technology recently, integrating web crawling, natural language processing, machine learning, deep learning, graph databases, complex network analysis, and many other hot technologies into one. The technology density is high, making it a product that companies are very interested in, such as constructing semantic search, Q&A platforms, and intelligent … Read more
On the Chaoxing and Zhihuishu course platforms, there are application sections based on the OBE concept for knowledge graphs. Chaoxing refers to it as the target map, while Zhihuishu calls it OBE teaching management. Both are forms of application that measure, evaluate, and provide feedback on the achievement of course objectives under the guidance of … Read more
Professor Dong Lili, Dean of the School of Architecture and Urban Planning at Chongqing Jiaotong University, National Level Registered Architect, and National Model Teacher for Ideological and Political Education in Courses;Vice Chairman of the Humanities Quality Education Guidance Committee for Ordinary Undergraduate Colleges in Chongqing, Member of the Teaching Guidance Committee for Civil Engineering and … Read more
Click the above“Little Director” to follow the WeChat public account “Construction and Application of Professional Knowledge Graph” Speaker: Ruan Xin Vice President of Tongji University Current Teaching Issues 1Current teaching issues: rapid industry transformation poses challenges for talent training 2“Internet+” background learning model Students have very strong self-learning abilities, learning time is highly fragmented and … Read more
1. Introduction to Knowledge Graph A knowledge graph is a large-scale semantic network that provides a semantic representation of the real world. Entities are represented as nodes, while the properties of entities and the relationships between them are represented as edges, forming a web-like graph structure. This structured format is recognizable by humans and machine-friendly, … Read more
Introduction by Alibaba Mei: When you search for “tomato”, you can not only learn about its nutritional benefits and calories, but also pick up a recipe for beef stew or scrambled eggs! When did search engines become so accommodating? Behind this is the powerful secret weapon known as the “Knowledge Graph”. As a hot topic … Read more
Produced by Big Data Digest Source:Zhihu (zibuyu9) Authors:Han Xu, Gao Tianyu, Liu Zhiyuan In recent years, the wave of artificial intelligence triggered by deep learning has swept the globe, rapidly enhancing computational resources under the dual support of massive data resources brought by the popularization of the Internet and the Moore’s Law. Deep learning has … Read more