Introduction to Neo4j with Python, LangChain & OpenAI

سرفصل های دوره

From CSV to Neo4j Database with Vector Index: Plug Your Data into LLM

1. Introduction

1.1 contactme.001.zip

1.2 Cypher Queries.pdf

1.3 Neo4j Cheat Sheet.pdf

1. Introduction to the Course

2. About Neo4j Cheat Sheet

3. Into the Cheat Sheet

4. Introduction to Graph Database

5. Structure of Cypher language

6. Introduction to document Cypher Queries document

7.1 Link to CSV Files that We Gonna to Use to Create Neo4j Database.html

7. About the Data

8. Summary of the Chapter

9. Quiz #1.html

2. Neo4j create database with Cypher language

1. Introduction to the Chapter

2.1 Aura Graph Database.html

2. Create access to AuraDB

3. New DB Instance Accessing CSV Files

4. Create Constraints

5. Import Data Create Title Nodes

6. Import Data Create Skill Nodes

7. Visualise Graph

8. Import Data skills properity

9. Relationship Between Nodes

10. Introduce Schema Procedures

11. Creating Another Label for Existing Nodes

12. Visualize Graph

13. Performance of a Query

14. Summary of the Chapter

15. Quiz #2.html

3. Vector Index

1. Introduction to the Chapter

2. Data Import Import Embeddings

3. Create Index

4. Summary of the Chapter

4. Neo4j with Python

1. Introduction to the Chapter

2.1 Repository Initial Code for the Project.html

2. Clone Repository with Initial Code

3. Credentials & Cypher Queries

4. Package Requirements

5. CSV Files

6. Files main.py & utils.py

7. Connect Neo4j Database with Python Driver

8. Update utils.py File

9. Execute Cypher Queries Using Python Script

10. Creating Embeddings - Example Script

11. Vector Index with Python Code

12. Tidy Up Created Code

13. Summary

5. LangChain & Plugging Neo4j into an LLM

1. Introduction to the Chapter

2. Connecting Neo4j Using LangChain

3. Create Prompt & Chain

4. Querying the Schema with LLM

5. Connecting Vector Index

6. Create Chain to Query Vector Index with LLM

7. Run Another Question

8. Summary of the Chapter

9. Technical Summary

10. Summary of the Course

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تولید کننده: Udemy