https://github.com/apache/systemds

An open source ML system for the end-to-end data science lifecycle
https://github.com/apache/systemds

dml java python systemds

Last synced: 7 months ago
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An open source ML system for the end-to-end data science lifecycle

• Host: GitHub
• URL: https://github.com/apache/systemds
• Owner: apache
• License: apache-2.0
• Created: 2015-11-10T08:00:06.000Z (about 10 years ago)
• Default Branch: main
• Last Pushed: 2025-05-08T14:48:43.000Z (8 months ago)
• Last Synced: 2025-05-08T15:38:27.348Z (8 months ago)
• Topics: dml, java, python, systemds
• Language: Java
• Homepage: https://systemds.apache.org/
• Size: 369 MB
• Stars: 1,043
• Watchers: 85
• Forks: 483
• Open Issues: 52
• Metadata Files:
  • Readme: README.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE
  • Citation: CITATION

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• awesome-java - Apache SystemDS

README

          


# Apache SystemDS

**Overview:** Apache SystemDS is an open-source machine learning (ML) system for the end-to-end 

data science lifecycle from data preparation and cleaning, over efficient ML model training, 

to debugging and serving. ML algorithms or pipelines are specified in a high-level language 

with R-like syntax or related Python and Java APIs (with many builtin primitives), and the 

system automatically generates hybrid runtime plans of local, in-memory operations and distributed

operations on Apache Spark. Additional backends exist for GPUs and federated learning. 

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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