zenml.io

ZenML is an extensible, open-source MLOps framework to create production-ready machine learning pipelines. Built for data scientists, it has a simple, flexible syntax, is cloud- and tool-agnostic, and has interfaces/abstractions that are catered towards ML workflows. At its core, ZenML pipelines execute ML-specific workflows from sourcing data to splitting, preprocessing, training, all the way to the evaluation of results and even serving. There are many built-in batteries to support common ML development tasks. ZenML is not here to replace the great tools that solve these individual problems. Rather, it offers an extensible framework and a standard abstraction to write and build your workflows.