Project details for Jubatus

Logo Jubatus 0.5.0

by hido - November 30, 2013, 17:41:50 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ]

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Description:

Real-time and machine learning-based deep analytics are becoming important in Big data analytics. Jubatus is the first OSS platform for scale-out deep analytics with distributed computation. It uses a unique architecture for distributed and online machine learning based on three fundamental operations, UPDATE, MIX, and ANALYZE, for efficient model training, sharing, and applying. The point is to share not data samples but only trained models by MIX to achieve both high scalability and fast convergence. Jubatus currently supports most of machine learning tasks including classification, regression, recommendation, and outlier detection.

Changes to previous version:

0.5.0 add new supports for clustering and nearest neighbors. For more detail, see http://t.co/flMcTcYZVs

BibTeX Entry: Download
Corresponding Paper BibTeX Entry: Download
URL: Project Homepage
Supported Operating Systems: Linux
Data Formats: Any
Tags: Online Learning, Distributed Machine Learning
Archive: download here

Other available revisons

Version Changelog Date
0.5.0

0.5.0 add new supports for clustering and nearest neighbors. For more detail, see http://t.co/flMcTcYZVs

November 30, 2013, 17:41:50
0.4.5

Initial Announcement on mloss.org.

November 18, 2013, 09:43:57

Comments

Shohei Hido (on November 18, 2013, 11:33:53)

Initial post on mloss.org.

Shohei Hido (on November 18, 2013, 11:39:11)

Fix supported os.

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