GraphAcademy
Course

Constructing Knowledge Graphs with Neo4j GraphRAG for Python

15 lessons across 4 modules
Context EngineerBuild a Neo4j-backed ApplicationGenAIAdvancedProcessingGenerative AI & GraphRAG
About this course

In this course, you will learn

  • Create a knowledge graph using Neo4j GraphRAG for Python

  • Model a knowledge graph of structured and unstructured data

  • Query a knowledge graph using retrievers

  • Customize the knowledge graph build process

Course content

4 modules, 15 lessons.

  1. 2 lessons
    1. Constructing knowledge graphs
    2. Set up your development environment
  2. 5 lessons
    1. Extracting a schema from text
    2. Create a graph
    3. Chunk size
    4. Define a schema
    5. Add structured data to the knowledge graph
  3. 2 lessons
    1. Vector + Cypher retriever
    2. Text to Cypher retriever
  4. 6 lessons
    1. Loading documentsOptional
    2. Splitting text into chunksOptional
    3. Lexical graph configurationOptional
    4. Entity resolutionOptional
    5. LLM configurationOptional
    6. Create your own knowledge graph