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Pipeline orchestration

ZenML is an extensible, open-source MLOps framework to create production-ready machine learning pipelines.

Use it when

  • You want to create reproducible ML pipelines for production.
  • You want an open-source framework that combines pipeline orchestrator, artifact, and metadata store for production pipelines.
  • You want a cloud-agnostic framework that could be expanded with other tools.
  • You want to migrate workflows from on-prem to cloud, keeping the pipelines and steps intact.
  • You want an orchestrator that is lightweight.

Watch out

  • The scalability of the created pipelines is limited to which backend tools have been used.
  • Currently does not support DAG or Steps based declaration of workflows.

Example stacks

Airflow + MLflow stack


pip install zenml