ZenML

ZenML provides a unified layer for orchestrating machine learning training pipelines and production AI agents across various cloud environments and tools. The platform allows data science teams to integrate their existing MLOps stack, including tools like Kubeflow, Vertex AI, SageMaker, and Airflow, without rewriting code. It features a managed control plane for tracking models, artifacts, and pipeline lineage to streamline the deployment of ML models into production.