Kubeflow is an open source, community-driven project for deploying and managing a Machine Learning (ML) stack on Kubernetes. The CNCF Technical Oversight Committee (TOC) has voted to accept Kubeflow as a CNCF incubating project. This discussion will review the benefits of this important transition.