Neo4j Graph Data Science Client Docs
Docs
Neo4j DBMS
  • Getting Started
  • Operations
  • Migration and Upgrade
  • Status Codes
  • Java Reference
  • Kerberos Add-on
Neo4j Aura
Neo4j Tools
  • Neo4j Bloom
  • Neo4j Browser
  • Neo4j Data Importer
  • Neo4j Desktop
  • Neo4j Enterprise Studio
  • Neo4j Ops Manager
  • Neodash commercial
Neo4j Graph Data Science
  • Neo4j Graph Data Science Library
  • Neo4j Graph Data Science Client
  • Neo4j Graph Analytics for Snowflake
Cypher Query Language
  • Cypher
  • Cypher Cheat Sheet
  • APOC Library
Generative AI
  • Neo4j GraphRAG for Python
  • Embeddings and vector indexes tutorial
  • GenAI plugin
  • Vector search indexes
  • Vector search functions
  • GraphQL vector index search documentation
Create applications
  • Python Driver
  • Go Driver
  • Java Driver
  • JDBC Driver
  • JavaScript Driver
  • .Net Driver
  • Neo4j GraphQL Library
  • Neo4j Visualization Library
  • OGM Library
  • Spring Data Neo4j
  • HTTP API
  • Neo4j Query API
  • Bolt
Connect data sources
  • Neo4j Connector for Apache Spark
  • Neo4j Connector for Apache Kafka
  • Change Data Capture (CDC)
  • BigQuery to Neo4j
  • Google Cloud to Neo4j
Labs
GenAI Ecosystem
  • LLM Knowledge Graph Builder
  • Vector Index & Search
  • LangChain
  • LangChain.js
  • LlamaIndex
  • Haystack
  • DSPy
Developer Tools
  • APOC Extended
  • Aura CLI
  • arrows.app
  • Cypher Workbench
  • ETL Tool
  • NeoDash
Frameworks & Integrations
  • Needle Starter Kit
  • Neo4j Plugin for Liquibase
  • Neo4j Migrations
  • neomodel
RDF & Linked Data
  • Neosemantics (Java)
  • RDFLib-Neo4j (Python)
Get Help
Community Forum
Discord Chat
Product Support
Neo4j Developer Blog
Neo4j Videos
GraphAcademy
Beginners Courses
  • Neo4j Fundamentals
  • Cypher Fundamentals
  • Importing Data Fundamentals
  • Importing CSV Data
  • Graph Data Modeling
Data Scientist Courses
  • Get started with Graph Data Science
  • Path Finding
Generative AI Courses
  • Neo4j & Generative AI Fundamentals
  • Vector Indexes & Unstructured Data
  • Constructing Knowledge Graphs
  • Building Agents in Neo4j Aura
Neo4j Certification
  • Neo4j Certified Professional
  • Neo4j Graph Data Science Certification
Get Started Free
Theme
Light
Dark
Search
Skip to content
Neo4j Graph Data Science Client
    • Introduction
    • Getting started
    • Installation
    • Quickstart
    • Aura Graph Analytics
    • Datasets
    • Tutorials
      • Graph construct: Import from Pandas
      • Product recommendations with kNN based on FastRP embeddings
      • PyG integration: Sample and export
      • Centrality Algorithms
      • Community Detection
      • Machine learning pipelines: Node classification
      • Node Regression with Subgraph and Graph Sample projections
      • Node classification with HashGNN
      • Knowledge graph embeddings: Training in PyG, prediction with GDS
      • Aura Graph Analytics for AuraDB
      • Aura Graph Analytics for Self-Managed Neo4j DB
      • Aura Graph Analytics for non-Neo4j data sources
      • Aura Graph Analytics with Spark
      • Aura Graph Analytics: FastPath embeddings on temporal data
    • Graph operations
    • The graph object
    • Non-Neo4j data sources
      • Constructing a graph from DataFrames
      • Loading a NetworkX graph
    • Run graph algorithms
    • Coordinate parallel transactions
    • Machine learning
    • Machine learning pipelines
    • Model objects from the model catalog
    • Relationship embedding models
    • Reference
    • Cypher API mapping
    • Visualization
    • Known limitations
    • Migration from the 1.x series
    • API Reference

Is this page helpful?

  • Neo4j Graph Data Science Client
  • Visualization
Raise an issue

Visualization

You can use the neo4j-viz graph visualization library to visualize your projection within a Python environment such as a Jupyter notebook or Streamlit.

See for example how you can use neo4j-viz with GDS.

Cypher API mapping Known limitations

Join the User Research panel

Influence the future of Neo4j products by sharing your experiences with a researcher.

Learn more

Products

  • Neo4j Graph Database
  • Neo4j AuraDB
  • Neo4j Graph Data Science
  • Deployment Center
  • Professional Services
  • Pricing

Developers

  • Developer Home
  • Documentation
  • Deployment Center
  • Developer Blog
  • Community
  • Virtual Events
  • GraphAcademy

Learn

  • Resource Library
  • Neo4j Blog
  • GraphAcademy
  • Research Center
  • Case Studies
  • Events Calendar
  • NODES 2026
  • Webinars

Company

  • About Us
  • Newsroom
  • Awards and Honors
  • Careers
  • Culture
  • Leadership
  • Support

Social Networks

© 2026 Neo4j, Inc. Terms | Privacy Policy | Sitemap

Neo4j®, Neo Technology®, Cypher®, Neo4j® Bloom™, Neo4j® AuraDB℠ and Neo4j® AuraDS℠ are registered trademarks of Neo4j, Inc. All other marks are owned by their respective companies.