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Apache SystemDS
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<p>Apache SystemDS (Previously, Apache SystemML) is an open source ML system for the end-to-end data science lifecycle. </p><p>SystemDS's distinguishing characteristics are: </p> <ol><li>Algorithm customizability via R-like and Python-like languages.</li> <li>Multiple execution modes, including Standalone, <a href="/facts/Apache_Spark/rHQVfSBc">Spark</a> Batch, <a href="/facts/Apache_Spark/rHQVfSBc">Spark</a> MLContext, <a href="/facts/Apache_Hadoop/oUS1G2R7">Hadoop</a> Batch, and JMLC.</li> <li>Automatic optimization based on data and cluster characteristics to ensure both efficiency and scalability.</li></ol>