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Welcome to ZenML!
Are you an ML engineer or data scientist shipping models to production and jumbling a plethora of tools? Do you struggle with versioning data, code, and models in your projects? Have you had trouble replicating production pipelines and monitoring models in production?
If you answered yes to any, ZenML is here to help with all that, and more.
Extensible open-source framework.
ZenML is an extensible, open-source MLOps framework for creating portable, production-ready MLOps pipelines. It's built for data scientists, ML Engineers, and MLOps Developers to collaborate as they develop to production. ZenML has simple, flexible syntax, is cloud- and tool-agnostic, and has interfaces/abstractions that are catered towards ML workflows. ZenML brings together all your favorite tools in one place so you can tailor your workflow to cater your needs.
Everyone loves to train ML models, but few talks about shipping them into production, and even fewer can do it well. It's no wonder that 85% of ML models fail and 53% don't make it into production, according to a Gartner survey.
The long journey from experimentation to production.
At ZenML, we believe the journey from model development to production doesn't need to be long and meandering.
With ZenML, you as a data scientist can concentrate on what you do best - developing ML models, and not worry about infrastructure or deployment tools. If you come from unstructured notebooks or scripts with lots of manual processes, ZenML will make the path to production easier and faster for you and your team. Using ZenML allows data scientists like you to own the entire pipeline - from experimentation to production.
This is why we built ZenML.
ZenML unifies all your tools in one place.
Eager to get started? We recommend the following to start using ZenML right away!
Already ran your first pipeline and want to know about integrations and production use cases? Check out ZenML integrations. You'll find detailed descriptions of specific use cases and features. Learn how to take your MLOps stack from basic to fully-fledged.
ZenML doesn't support your favorite tool? Worry not! ZenML is built from the ground up with extensibility in mind. Find out how to integrate other tools or proprietary on-prem solutions for you and your team in Stack Components.
Last modified 1mo ago