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Python machine learning client for SAP HANA (hana-ml) enables Python data scientists to access SAP HANA data and build various machine learning models using the data directly in SAP HANA. It consists of two main parts: machine learning APIs and SAP HANA DataFrame methods. It also offers features such as NN and MM in port 3MM, UnifiedReport function, UnifiedClassification instance, TreeModelDebriefing.shapley_explainer object and score method. This article provides an overview of hana-ml and an example of how to use it.