August 5, 2025Automating Knowledge Graph Creation with Gemini and ApertureDB - Part 2
In Part 2 of this hands-on tutorial, we continue building an automated knowledge graph pipeline using Google's Gemini 2.5 Flash and ApertureDB. While Part 1 focused on entity extraction and storage, this post dives into relationship extraction, graph creation, and interactive visualization. Using tools like LangChain, Pydantic, and PyVis, we define connections between entities, insert them into ApertureDB, and generate a visual representation of the graph. Optimized with batch processing and threading, this pipeline supports scalable, multimodal data applications. The tutorial concludes by showcasing real-world use cases—from semantic search and customer support to educational content and RAG pipelines—and lays the groundwork for future integrations with LLMs.
