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Phase 4: GenAI Systems (LLMs, RAG, Fine-tuning, Prompt Engineering)🟣 Advanced45 min read1 Code Cells

Enterprise GenAI Systems: GraphRAG Knowledge Graph Retrieval & Neo4j Integration

Build production GraphRAG architectures integrating vector similarity search with Neo4j entity-relation Knowledge Graphs.

Technical Article

Learning Objective: Design a GraphRAG hybrid retrieval system, construct entity-relation knowledge triples, and index them into Neo4j.

Intuition & Big Picture

GraphRAG transforms unstructured text into a structured Knowledge Graph of Nodes (Entities) and Edges (Relationships), eliminating hallucinations on multi-hop questions.

Anil's Insight: Standard Vector RAG is like searching a library with a keyword index. GraphRAG builds an interconnected web map of all characters and concepts!

Hands-On Code Implementation

Interactive Code Space

1 code cell available

In [1]:Python

400 font-semibold">from langchain_community.graphs 400 font-semibold">import Neo4jGraph
# Neo4j Graph RAG Cypher Query
cypher = "400">MATCH(e:Entity {id: 'CloudAndQueries'})-[r]->(t) RETURN e, r, t"
400 font-semibold">print('Executing Cypher Graph Traversal:', cypher)

Student Knowledge Check

Key Assessment for Enterprise GenAI Systems: GraphRAG Knowledge Graph Retrieval & Neo4j Integration: What is the primary operational advantage of this architecture?

Deep Learning Foundations: Multi-Head Self-Attention & Transformer Backpropagation

Autonomous Agent Systems: Multi-Agent Orchestration & Tool Execution with CrewAI

Course Assets

1 Files

15th july - graph rag.pdfPDF / Doc

🔒 All notes are rendered directly on page for fast reading.

Transformer Attention Architectures & BERT Fundamentals

Advanced • 20 min read

LLM Fine-Tuning & PEFT (LoRA & QLoRA Optimization)

Advanced • 24 min read

400 font-semibold">from langchain_community.graphs 400 font-semibold">import Neo4jGraph # Neo4j Graph RAG Cypher Query cypher = "400">MATCH(e:Entity {id: 'CloudAndQueries'})-[r]->(t) RETURN e, r, t" 400 font-semibold">print('Executing Cypher Graph Traversal:', cypher)

Enterprise GenAI Systems: GraphRAG Knowledge Graph Retrieval & Neo4j Integration

Technical Article

Hands-On Code Implementation

Interactive Code Space

Key Assessment for Enterprise GenAI Systems: GraphRAG Knowledge Graph Retrieval & Neo4j Integration: What is the primary operational advantage of this architecture?

Course Assets

Related Articles

CloudAndQueries

Enterprise GenAI Systems: GraphRAG Knowledge Graph Retrieval & Neo4j Integration

Technical Article

Hands-On Code Implementation

Interactive Code Space

Key Assessment for Enterprise GenAI Systems: GraphRAG Knowledge Graph Retrieval & Neo4j Integration: What is the primary operational advantage of this architecture?

Course Assets

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