zenml

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.