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# Apache SystemDS

**Overview:** 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, we aim to provide 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. In contrast to existing
systems - that either provide homogeneous tensors or 2D Datasets - and in order to serve the entire data science lifecycle,
the underlying data model are DataTensors, i.e., tensors (multi-dimensional arrays) whose first dimension may have a
heterogeneous and nested schema.


Resource | Links
---------|------
**Quick Start** | [Install, Quick Start and Hello World](https://apache.github.io/systemds/site/install.html)
**Documentation:** | [SystemDS Documentation](https://apache.github.io/systemds/)
**Python Documentation** | [Python SystemDS Documentation](https://apache.github.io/systemds/api/python/index.html)
**Issue Tracker** | [Jira Dashboard](https://issues.apache.org/jira/secure/Dashboard.jspa?selectPageId=12335852)


**Status and Build:** SystemDS is renamed from SystemML which is an **Apache Top Level Project**.
To build from source visit [SystemDS Install from source](https://apache.github.io/systemds/site/install.html)
  
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