LLM: From Playgrounds to Production-Ready Pipelines

LLM: From Playgrounds to Production-Ready Pipelines

Explore the journey from simple LLM playgrounds to production-ready pipelines in this 32-minute conference talk by Intae Rhyoo, Co-founder & CPO of VESSL AI, at MLOps World: Machine Learning in Production. Discover the challenges companies face in leveraging cutting-edge open-source Large Language Models like Llama2 and Mistral 7B for real-world applications. Learn how to bridge the gap between creating demo pages on personal laptops and deploying multi-billion parameter LLMs on HPC-scale infrastructure with proprietary enterprise data. Gain insights into utilizing MLOps infrastructure to overcome engineering challenges and successfully implement enterprise-scale pipelines for LLMs in production environments.