Zenml

ZenML is an open-source MLOps framework that enables developers to create and manage their own MLOps platform using best-in-class open-source and cloud-based technologies. It provides a user-friendly syntax designed for ML workflows, compatible with any cloud or tool, and enables centralized pipeline management. It can be installed via PyPI and provides integrations into popular MLOps tools. The ZenML Stack concept ensures that these tools work nicely together, bringing structure and standardization into the MLOps workflow. Additionally, it provides a one-click deployment platform for an ephemeral MLOps stack that can be used to run production-ready MLOps pipelines in the cloud.