RAG Databases with Johannes Jolkkonen: When to Choose a Graph Database vs Alternatives

04 Mar, 2024



Welcome back, graph enthusiasts, to GraphStuff.fm, a podcast all about graphs and graph-related technologies! I'm your host, Jennifer Reif, and I am joined today by Alison Cossette….AND joining us is Johannes Jolkkonen. Johannes is an independent consultant, using his background in data engineering to help companies build their RAG-applications. He also creates tutorials on YouTube around RAG, Knowledge Graphs and LLMs.

Show Notes:
Speaker Resources:
* Johannes Jolkkonen: https://www.linkedin.com/in/johannesjolkkonen/
* Johannes's YouTube channel: https://www.youtube.com/@johannesjolkkonen
* Mar 12 Neo4j Live session: https://www.meetup.com/neo4j-online-meetup/events/299526466/

Tools of the Month:
* PDF-bot chunker (GenAI stack): https://github.com/docker/genai-stack/blob/main/pdf_bot.py
* Spring AI: https://spring.io/projects/spring-ai
Instructor (library): https://jxnl.github.io/instructor/

Community Projects:
* Knowledge Graph for Social Science https://youtube.com/live/wBHgTheV08Q

Articles:
*Vector indexes: https://bit.ly/3XQ0Zre
*Neo4j Developer Blog: https://bit.ly/3LcYx6q
* Langchain v0.1 - Updating GraphAcademy Neo4j & LLM Courses https://development.neo4j.dev/developer-blog/langchain-graphacademy-llm-courses/
* A GenAI-Powered Song Finder in Four Lines of Code https://development.neo4j.dev/developer-blog/genai-powered-song-finder/
* Object Mapping in the Neo4j Driver for .NET https://development.neo4j.dev/developer-blog/object-mapping-neo4j-driver-net/
* Slow Cypher Statements and How to Fix Them https://development.neo4j.dev/developer-blog/slow-cypher-statements-fix/
* Using LangChain in Combination with Neo4j to Process YouTube Playlists and Perform Q&A Flow https://medium.com/neo4j/using-langchain-in-combination-with-neo4j-to-process-youtube-playlists-and-perform-q-a-flow-5d245d51a735
* PyNeoInstance: A User-Friendly Python Library for Neo4j https://development.neo4j.dev/developer-blog/pyneoinstance-python-library-neo4j/

Videos:
* NODES 2023 playlist https://youtube.com/playlist?list=PL9Hl4pk2FsvUu4hzyhWed8Avu5nSUXYrb&si=8_0sYVRYz8CqqdIc

Events:
* Full Neo4j event list: https://development.neo4j.dev/events/

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