Building Knowledge Graph Brain
Description and motivation
It has been a while since I had spent time on structuring and orgranizing the projects and exploring the new things (at least for me).
I am tagging: #knowledge-graph-brain #knowledge-graph #graph-brain #knowledge-graph-management #knowledge-graph-management cause it is a new topic for me.
A side part of Second Brain to help us to understand from the portion of my brain what I have been doing and what I are doing next.
It helps me to visualize and analyze data as a graph for last few years of working in #DataEngineering and #DataScience. I have been working on #knowledge-graph-brain for last few months and I am very excited to share my thoughts on it.
Applying Knowledge Graph in Gen AI Pipeline
Knowledge Graph Brain is a book that explains how to build a knowledge graph brain. The book is divided into three parts:
A knowledge graph is a structured representation of information that shows relationships between different concepts, entities, and data points. It uses nodes to represent entities and edges to represent the relationships between them.
How to build a knowledge graph?:
- Identify the domain and scope (e.g., data pipelines)
- Collect and prepare relevant data (e.g., ETL processes)
- Define entities and relationships (e.g., data modeling)
- Create a schema or ontology (e.g., database schema design)
- Populate the graph with data (e.g., data ingestion)
- Implement tools for querying and visualization (e.g., Apache Spark)
- Organizing personal knowledge into a graph structure (e.g., data warehousing)
- Identifying key concepts and their relationships (e.g., entity-relationship diagrams)
- Using tools like note-taking apps or specialized software (e.g., Apache Airflow)
- Continuously updating and refining the graph (e.g., data governance)
- Implementing methods to query and retrieve information (e.g., SQL)
- Use a consistent tagging or categorization system (e.g., data cataloging)
- Regularly review and update the graph (e.g., data quality management)
- Experiment with different visualization tools (e.g., Tableau)
- Analyze the current structure and identify areas for improvement (e.g., data profiling)
- Add personal context and additional connections (e.g., metadata management)
Interactive Knowledge Graph Brain
The interactive knowledge graph brain is a tool that allows you to explore and visualize your knowledge graph. It is a web-based tool that allows you to interact with your knowledge graph and explore it.
Call to Action
If you are interested in learning more about knowledge graph brain, I would recommend you to check out the book and the interactive knowledge graph brain. You can find the book on my website at de-book.
You can use such tool like Obsidian, Customized-app to visualize your brain, and improve your productivity.