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This skill empowers Claude to build, train, and deploy production-ready machine learning models directly within the SAP HANA environment using the hana-ml Python client. It provides specialized guidance for leveraging the Predictive Analysis Library (PAL) and Automated Predictive Library (APL), managing HANA DataFrames with lazy evaluation, and implementing automated feature engineering. By utilizing in-database processing, it ensures high-performance execution of complex algorithms like Random Decision Trees, Gradient Boosting, and ARIMA without the overhead of moving large datasets out of the database environment.
