Write Local, Run Anywhere

Write your core machine learning workflow code locally, and run it anywhere.

Automatically Cache Runs

No need to waste compute resources and time: ZenML automatically caches all artifacts that have not changed.

Automatically Version Data

All data that flows between steps is automatically versioned and tracked centrally in artifact and metadata stores.

Automatically Track Metadata

ZenML tracks all your machine learning metadata automatically so you have full lineage and reproducibility of your ML workflows.

Centralize MLOps Tools

Bring all your favorite ML tools together and mange them in one place with ZenML.

Customize To Your Needs

Can't find something that fits? Extend ZenML to tailor specific needs in your workflow.

Collaborate With Your Team

ZenML allows an entire team of machine learning practitioners to collaborate together seamlessly, from data scientists to ML engineers.

Visualize ML Workflows

Use pre-built visualizers to directly visualize results of pipelines using popular libraries like dash, plotly, and facets.

Continuous Training and Deployment (CT/CD)

ZenML allows you to continuously train and deploy your ML models.