Abstract: Running AI/ML platforms on Kubernetes can greatly simplify and automate the deployment, scaling, and management of these complex applications. Running Machine Learning Jobs requires great diversity and machine power. Karpenter automatically launches just the right compute resources to handle your cluster's applications. This session will show you how Karpenter can be used to pick the right machine architectures to run Kubeflow Notebooks and Pipelines.