Kubeflow is an open-source platform that enables machine learning (ML) workflows to be executed on Kubernetes, a powerful container orchestration system. By leveraging the scalability of Kubernetes, Kubeflow provides a robust and flexible infrastructure for deploying, managing, and scaling ML workloads. One of the key advantages of Kubernetes is its ability to automatically scale applications