This AWS re:Invent 2023 session explores deploying generative AI models on Amazon EKS. Speakers discuss how extending EKS platforms can accelerate organizations' journeys in building and deploying Gen AI workloads. They highlight EKS integrations with AWS machine learning innovations and open-source Kubernetes tools like Ray, JupyterHub, and Argo Workflows. The talk features insights from Adobe on how they extended their EKS platform to support machine learning workloads for their Adobe Firefly product. The session covers challenges in running ML on Kubernetes and introduces AWS's Data on EKS project, which provides blueprints and best practices for deploying data workloads on EKS.