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Yet another Self-Organising Maps library

Project description

TinySOM

The tinysom package is yet another Self-Organising Maps (SOM) library, with the following features:

  • hexagonal and rectangular grid topologies
  • Euclidean and cosine similarities
  • Gaussian, exponential, linear and bubble neighbourhoods
  • sub-classes for unsupervised clustering and supervised classification
  • 2d visualisation of fitted grid
  • unit dropout regularisation

Planned improvements:

  • feature dropout regularisation
  • parallelisation
  • improve unsupervised clustering

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