GraphAcademy

Mastering Retrieval-Augmented Generation (RAG)

Knowledge Graphs, Unstructured Data, and Vectors

Using the neo4j-graphrag Package

Using the neo4j-graphrag Package

Workshop Overview

In this workshop, you will:

  • Learn to use various retrievers in the neo4j-graphrag package for Python.

  • Explore the VectorRetriever and VectorCypherRetriever for semantic and filtered searches.

  • Utilize the HybridRetriever and HybridCypherRetriever to combine vector, full-text, and graph traversal techniques.

  • Discover the Text2CypherRetriever to translate natural language queries into Cypher.

  • Build a multimodal application by combining textual and visual data.

Workshop Structure

This workshop is hands-on, and you will be writing code.

Each section includes an introduction to the concept, followed by practical coding exercises.

If you are ready, let’s dive in!

Ready? Let’s go →