Azure Machine Learning is Microsoft's cloud-native machine learning platform that provides experiment tracking, managed compute, pipelines, a model registry, and model serving as hosted services within the Azure ecosystem, but it ties teams to Azure-specific APIs, managed compute pricing, and Microsoft's tooling. Kubeflow is an open-source machine learning platform built on Kubernetes that provides self-hosted alternatives to Azure ML capabilities through modular, portable components, letting ...