Apache SystemDS - An open source ML system for the end-to-end data science lifecycle
Apache SystemDS™
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Apache SystemDS™
An open source ML system for the end-to-end data science lifecycle
Download SystemDS
SystemML is now SystemDS
To reflect the change of focus to the end-to-end data science lifecycle
What is SystemDS?
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
Install SystemDS
New to Apache SystemDS? Try our quick install guide that will walk you through setting up your environment and
getting you up and going with SystemDS.
Install SystemDS
Notebooks --
Docs
VLDB 2016 Best Paper
Read Compressed Linear Algebra for Large-Scale Machine Learning. Download Paper
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