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This paper proposes a machine learning API specification for openEO to integrate ML workflows into Earth Observation data cubes, enhancing reproducibility and cross-platform interoperability. It demonstrates feasibility with prototype implementations in R and Python and use cases in crop type mapping and deep learning.