Resources to learn how to use ZenML practically.

This is an older version of the ZenML documentation. To read and view the latest version please visit this up-to-date URL.

ZenML In Code

ZenML Examples: See how all the integrations work

ZenML has a deep focus on integrations, and navigating the landscape of tools that ZenML supports out-of-the-box can be daunting. The examples on GitHub are the best way to see each integration in action. Go here if you like to learn through tutorials, or are interested in particular integrations.

Click here to go to examples

ZenBytes: Learn MLOps with ZenML

ZenBytes is a series of short practical MLOps lessons through ZenML and its various integrations. It is intended for people looking to learn about MLOps generally, and also for ML practitioners who want to get started with ZenML.

After you've run and understood the example above, your next port of call is probably either the fully-fleshed-out quickstart example and then to look at the ZenBytes repository and notebooks.

Click here to go to ZenBytes

ZenBytes shares a close link to the Practical MLOps section of the docs.

ZenML Projects: See ZenML in practice

ZenML Projects are production-grade ML use-cases powered by ZenML. They are fully fleshed out, end-to-end, projects that showcase ZenML's capabilities. They can also serve as a template from which to start similar projects.

The ZenML Projects project is fully maintained and can be viewed as a sister repository of ZenML.

Click here to go to ZenML Projects

ZenML Project Templates: Generate your own ZenML projects

Use one of our ZenML Project Templates to generate ready-to-use scaffolding for your own projects, with everything you need to get started: ZenML steps, pipelines, stack configurations and other useful resources.

Click here to go to ZenML Project Templates

YouTube Tutorials

If you're a visual learner, then the official ZenML YouTube channel is the place to go. It features tutorials, community meetups, and various other announcements regarding the product.


The ZenML Blog is regularly updated with in-depth tutorials. Filtering with the zenml tag is the best way to find relevant tutorials and can be read at your leisure.


If you're missing a starting point, join the Slack community and let us know!

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