LlamaIndex’s Post

View organization page for LlamaIndex, graphic

214,608 followers

We've partnered with Wey Gu to create the world’s most comprehensive short course on using LLMs with Knowledge Graphs.  ✅ Key query techniques: text2cypher, graph RAG ✅ Automated KG construction ✅ vector db RAG vs. KG RAG All this content is contained in a single Colab notebook: https://lnkd.in/gJ3D5Kr6 There's also a full 1.5 hour video tutorial: https://lnkd.in/gDtzGwx5 It's a must watch if you're exploring how to use graph-based data structures in your LLM application!

Google Colab

Google Colab

colab.research.google.com

Guilherme Giuliano Nicolau, PhD 🇧🇷🇮🇹

Data Product Owner | AI Specialist | Cloud Architect | LLM | ggnicolau.medium.com | github.com/ggnicolau |

1y

Hi. What are the advantages and disadvantages about using KG RAG? I've been building vector db for storing and querying embeddings for some years now. I've used algorithms such as KDTree, Annoy, Faiss etc. Now that I'm building a RAG with GPT, I'm trying the newer ChromaDB. I've never thought about using knowledge graphs, I'm curious about it!

Paul M.

Director of Product Management | B2B SaaS | Data-Driven Strategy & Innovation

1y

How can one evaluate the quality and accuracy of the answers generated by LLMs and KGs? Is there a standard metric or benchmark that can be used to compare different LLMs and KGs? I would love to hear your thoughts on this topic.

Sameer Bhangale

AI/ML Practice, Leader @ Xoriant | Generative AI | AI Agents | Fine Tuning LLMs | NLP | Data Science | Agile Enthusiast

1y
Assaf Pinhasi

Data, ML Engineering and MLOps expert | hands-on consultant

1y

no doubt that knowledge graphs and llms can be a powerful combination

Like
Reply

We've seen about 5 customer use cases where ES or vector DBs are not the right solution, mostly around connecting entities. Wey Gu how do you handle maintaining the graph over time when new connections and nodes need to be added or removed?

Like
Reply
M. Kyan B.

Working at the intersection of: 🤖 Graph ML/Deep Learning || 👀 Computer Vision || 🏛 Architecture, Engineering & Construction (AEC)

1y
Like
Reply
Gustavo Llermaly

3xElastic Certified Consultant, Software Engineering Contractor

1y
Like
Reply
See more comments

To view or add a comment, sign in

Explore topics