This article discusses how to use Chat-GPT and Python to build a knowledge graph in Neo4j based on personal articles. It explores the concept of using NLP techniques to structure unstructured data, with a focus on the advancements in Large Language Models (LLMs). The accessibility of Chat-GPT has sparked interest in generative AI and its potential applications in various industries. The article outlines the steps to work with Chat-GPT using Python and OpenAI’s developer API, including prompt engineering, data preprocessing, and post-processing of output. It also emphasizes the use of the Cypher query language to further structure the data into a graph in Neo4j. The setup requirements include Python, Neo4j, and an OpenAI plus account for GPT-4 usage.
| Signal | Change | 10y horizon | Driving force |
|---|---|---|---|
| Use Chat-GPT and Python to Build a Knowledge Graph | Technology | More advanced and efficient tools for building knowledge graphs | Advancements in NLP techniques and LLMs |
| Graph containing structured knowledge from articles | Information Organization | More comprehensive and interconnected knowledge graphs | Improved algorithms and data processing capabilities |
| Accessibility of NLP techniques for structuring unstructured data | Accessibility | Increased availability and ease of use for NLP techniques | Advancements in LLMs and generator models |
| Generative AI on the agenda in many companies | Adoption | Widespread adoption and integration of generative AI | Recognition of the potential and benefits of generative AI |
| Using Python and OpenAI’s developer API for data processing | Workflow | Streamlined and efficient data processing workflows | Simplified access to powerful programming tools |
| Building a knowledge graph from Medium articles | Content Analysis | Automated extraction and organization of information from articles | Improved algorithms and natural language understanding |
| Setting up Python and Neo4j for local use | Infrastructure | More user-friendly and accessible installation processes | Simplified installation and setup procedures |
| Need for a plus account at OpenAI for GPT-4 access | Access | Increased demand and usage of OpenAI’s GPT models | Growing popularity and reliance on advanced language models |