What is the difference between GraphRAG, Knowledge Graphs, and Ontologies: Organizing by Blueprints, Data, and Usage

"We want to do GraphRAG too. Let's start by creating an ontology." "A knowledge graph is basically just an ontology, right?"I have had more opportunities to hear these kinds of conversations in ...
finance.biggo

Neo4j's Nyah Macklin: Vector RAG Fails at Counting; Knowledge Graphs Give AI a Paper Trail

Vector-only retrieval-augmented generation (RAG) breaks down on questions requiring multi-hop reasoning, aggregation, or traceable provenance, ...

CausalRAG: Not Confusing Correlation with Causation—The Ultimate Marketing Decision-Making Agent Realized Through LLMs and Causal Discovery

Is the statement 'increasing advertising spend led to increased sales' truly a correct causal relationship? Or is it merely a spurious correlation where a common factor (confounder) like 'bonus season ...
GitHub

Neo4j – Graph Database Management and Cypher Query Environment

Neo4j Desktop graph database management system providing local database control spatial node connections and Cypher query execution on PC. Neo4j establishes a comprehensive graph database workspace ...
blog.csdn

本体Ontology入门到实战：Protégé建模与Python+Neo4j落地Ontology RAG

本内容遵循CC 4.0 BY-SA版权协议 “本体”这个词最近确实火得有点离谱。打开技术社区，十条动态里三条在聊 Ontology，两条在讲 Ontology RAG，还有五条在问“本体和知识图谱到底啥区别”。我刚 ...
bilibili

Python+Neo4j知识图谱实战：告别SQL多表JOIN，Cypher毫秒查询

https://www.youtube.com/watch?v=cM7rsBoZq18 厌倦了写不完的 SQL JOIN？数据库越查越慢？本期视频用 Python + Neo4j 从零搭建一个可运行的 ...
Diginomica

Cutting AI budgets won't fix token shock - Neo4j's Jim Webber on graph RAG and the price of accuracy

But for now, it's just a little thing we have to remember when building the system. So how much freedom does the agent get? The NICD design hand-wrote the Cypher queries - Neo4j's graph query language ...
TechCrunch

AfterQuery reportedly becomes Y Combinator’s fastest-ever unicorn, now valued at $3.2B

AI training-data startup AfterQuery has reportedly raised a round that valued it at $3.2 billion. This just five months after announcing its $30 million Series A at a $300 million valuation in April.
blog.csdn

从零构建医药知识图谱问答系统：Python+Neo4j+Docker全流程实战

本内容遵循CC 4.0 BY-SA版权协议 在实际的毕业设计或技术实践中，构建一个完整的知识图谱问答系统是一个极具挑战性也极具价值的项目。它要求开发者串联起数据采集、数据处理、知识存储和 ...
bilibili

【人工智能毕设】基于LangChain+Neo4j的RAG医疗临床智能问答系统 知识库 知识图谱 python 大模型 症状辅助分诊和多源检索问答 免费教程

S025 基于LangChain+Neo4j的RAG医疗临床智能诊疗问答系统 一键三连送技术文档+基础架构代码 系统围绕医疗知识查询、症状辅助分诊和多源检索问答展开。开发时先打通 Django、MySQL 和基础查询，再 ...
cloud

Bridging the gap between SQL and Python with BigQuery and the %%bqsql magic

Data scientists and data engineers often find themselves caught between two worlds: SQL and Python. Some find SQL more intuitive, especially when combined with a powerful engine like BigQuery to ...