Abstract: Systems and methods to obtain a text-based representation of a machine learning (ML) graph identifying one or more transforms usable to prepare data for ML training. The systems and methods can determine computer-executable instructions based on the text-based representation of the ML graph, where the computer-executable instructions can include instructions associated with the one or more transforms to prepare data for ML training. Additionally, the systems and methods can process the computer-executable instructions to generate ML training data based on at least the one or more transforms.