Upgrade your RAG to expert level
Details
Join us on this in-person event all about RAG and meet other fellow enthusiasts.
Make sure to sign up though the Google site: https://rsvp.withgoogle.com/events/py-data-x-gdg-x-google/home
Agenda
6:00 PM: Arrival, food, networking & welcome
6:30 PM: Finetuning Embedding Models Locally: Building an AI Data product without having to ask your IT Department
LLMs show great potential to generate value across many industries. However open source algorithms might be too general, and training your own model can be very resource-intensive. This talk will be a guide on how to fine-tune an embedding model for building a RAG setup. It will cover several techniques, making building your own AI powered data products less resource intensive.
7:10 PM: They level up RAG systems with this one weird trick. VectorDB companies hate them!
Simple RAG works well for some cases, but quickly fails if queries turn to be more complex. Enter Graph RAG, a powerful extension that leverages knowledge graphs the real world relationships of the underlying data to produce more meaningful answers. We'll explore the key steps of a Graph RAG pipeline, including graph extraction, community detection, and community report generation, and discuss how these techniques empower LLMs to answer "global" questions that traditional RAG struggles with. We'll also examine practical considerations, such as storage options and optimization strategies for efficiency and scalability.
7:45 PM: Food and drinks
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Hosted By
Rubén Blázquez, GDG Lead
Complete your event RSVP here: https://gdg.community.dev/events/details/google-gdg-cloud-copenhagen-presents-upgrade-your-rag-to-expert-level/.
Upgrade your RAG to expert level