Function Calling for LLMs: RAG without a Vector Database
40 min

Function Calling for LLMs: RAG without a Vector Database

MLOps World - MLOps World & Generative AI World 2024
Jim Dowling
feature-store llm rag function-calling vector-database ai data-modeling natural-language-processing retrieval-augmented-generation api machine-learning
Lessons learned from scaling large language models in production
41 min

Lessons learned from scaling large language models in production

MLOps World - MLOps World & Generative AI World 2024
Matt Squire
ray-serve large-language-models llm rag mlops gpu performance-optimization inference scaling python fastapi kubernetes vm vector-database
We're Doing RAG All Wrong—and How We Can Do So Much Better
5 min

We're Doing RAG All Wrong—and How We Can Do So Much Better

MLOps World - MLOps World & Generative AI World 2024
Simba Khadder
rag llms embeddings vector-database retrieval-augmented-generation ai machine-learning prompt-engineering natural-language-processing feature-stores
Building a Multimodal RAG: A Step-by-Step Guide
1h 5m

Building a Multimodal RAG: A Step-by-Step Guide

MLOps World - MLOps World & Generative AI World 2024
Ivan Nardini Holt Skinner
rag gemini vertex-ai generative-ai llm multimodal-ai ai-ml google-cloud embeddings vector-database data-processing python