Resolwe is an open source dataflow package for Django framework. It offers a complete RESTful API to connect with external resources. A higher layer of convenience APIs for JavaScript, Python and R are in development. A collection of bioinformatics pipelines is available within the Resolwe Bioinformatics project. We envision a similar toolkit for machine learning.