This workshop will delve into the world of automating machine learning workflows using Kubeflow and Vertex AI. Using these powerful tools, participants will learn how to streamline their ML pipelines, from data preparation to model deployment. By the end of the session, attendees will have a solid understanding of how to leverage Kubeflow and Vertex AI to enhance their ML development process and increase productivity. Kubeflow is an open-source platform that simplifies the deployment of machine learning workflows on Kubernetes, while Vertex AI is Google Cloud's unified ML platform. Together, these technologies enable data scientists and ML engineers to build, deploy, and manage ML models at scale with greater efficiency and reproducibility.