vowpal-wabbit – fast and scalable online machine learning algorithm

Vowpal Wabbit is a fast online machine learning algorithm. The core algorithm is specialist gradient descent (GD) on a loss function (several are available). VW features:

  • flexible input data specification
  • speedy learning
  • scalability (bounded memory footprint, suitable for distributed computation)
  • feature pairing
Package availability chart
Distribution Base version Our version Architectures
Debian GNU/Linux 7.0 (wheezy) 6.1-1 7.3-1~nd70+1 i386, amd64
Debian GNU/Linux 8.0 (jessie) 7.3-1.1 7.3-1~nd80+1 i386, amd64
Debian unstable (sid) 8.1.1-1 7.3-1~nd+1 i386, amd64
Ubuntu 12.04 LTS “Precise Pangolin” (precise) 5.1+83-gffab10a-1 7.3-1~nd12.04+1 i386, amd64
Ubuntu 14.04 “Trusty Tahr” (trusty) 7.3-1ubuntu1    
Ubuntu 16.04 “Xenial Xerus” (xenial) 8.1.1-1    
Ubuntu 16.10 “Yakkety Yak” (yakkety) 8.1.1-1build2    
Ubuntu 17.04 “Zesty Zapus” (zesty) 8.1.1-1build3    
Ubuntu 17.10 “Artful Aardvark” (artful) 8.1.1-1build3    

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