From Models to Market: What's the Missing Link in Scaling Open Source Models on Cloud?

Explore the journey from open-source AI models to cloud-deployed products in this keynote presentation. Delve into the challenges of scaling large language models (LLMs) efficiently and cost-effectively on cloud platforms. Learn how BentoML, an open-source framework, simplifies the process of encapsulating models into microservices for independent deployment and scaling. Examine the OpenLLM project as a case study, showcasing the integration of various open-source LLM models and demonstrating the transformation from model to product. Gain insights into the complexities of cloud deployment and scaling, identify potential gaps in the process, and discover valuable lessons learned along the way. Understand how open-source models are driving innovation in AI and paving the way for groundbreaking products in the cloud-native ecosystem.