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| <h1>Apache SystemDS<sup id="trademark">™</sup></h1> |
| <p>An open source ML system for the end-to-end data science lifecycle</p> |
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| <h3>SystemML is now SystemDS</h3> |
| <p>To reflect the change of focus to the end-to-end data science lifecycle |
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| <h2><bdi>What is SystemDS?</bdi></h2> |
| <p>SystemDS is an open source ML system for the end-to-end data science lifecycle from |
| data integration, cleaning, and feature engineering, over efficient, local and distributed |
| ML model training, to deployment and serving. To this end, it provides a stack of declarative |
| languages with R-like syntax for (1) the different tasks of the data-science lifecycle, and |
| (2) users with different expertise. These high-level scripts are compiled into hybrid execution |
| plans of local, in-memory CPU and GPU operations, as well as distributed operations on Apache Spark |
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| <h2>Install SystemDS</h2> |
| <p>New to Apache SystemDS? Try our quick install guide that will walk you through setting up your environment and |
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| <h3>VLDB 2016 Best Paper</h3> |
| <p>Read Compressed Linear Algebra for Large-Scale Machine Learning.<a |
| href="http://www.vldb.org/pvldb/vol9/p960-elgohary.pdf" target="_blank"> Download Paper</a></p> |
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