zenml

Eliminate technical debt with iterative, reproducible pipelines.

Why data scientists need to own their ML workflows in production.

ZenNews is a tool powered by ZenML that can automate the summarization of news sources and save you time and effort while providing you with the information you need.

With ZenML 0.6.3, you can now run your ZenML steps on Sagemaker, Vertex AI, and AzureML! It’s normal to have certain steps that require specific infrastructure (e.g. a GPU-enabled environment) on which to run model training, and Step Operators give you the power to switch out infrastructure for individual steps to support this.

All the advantages that ZenML will bring you if you choose to use it to productionize your model development workflows.

ZenML combines forces with Great Expectations to add data validation to the list of continuous processes automated with MLOps. Discover why data validation is an important part of MLOps and try the new integration with a hands-on tutorial.

Transform quickstart PyTorch code as a ZenML pipeline and add experiment tracking and secrets manager component.

ZenML 0.23.0 comes with a brand-new experiment tracker flavor - Neptune.ai! We dive deeper in this blog post.

An overview of some of the capabilities that ZenML will unlock for our users.