Self Organizing Map Python Packages

minisom

:red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps

susi

SuSi: Python package for unsupervised, supervised and semi-supervised self-organizing maps (SOM)

simpsom

Python library for Self-Organizing Maps

som-lilypond

Intuitive visualization tool for high-dimensional data using Self-Organizing Maps

ubukit

Fuzzy, rough and classical clustering, self-organizing maps (SOM, SOM-OLP), evaluation metrics and TPE search for Python and JavaScript

ct-segmentation-toolkit

Supervised (U-Net), unsupervised (Otsu, k-means, GMM), and label-free spectral-spatial (SOM) segmentation of scientific image stacks, with self-supervised Noise2Inverse denoising.

gema

A small Python 3 library to train Self Organizing Maps and use them to classify patterns.

som-multimodal-datareduction

Self-organizing-map (SOM) reduction of multimodal materials data (nanomechanics, Raman, fracture): the packaged analysis behind Renteria et al., JMBBM 2022.

somu

A simple high-performance implementation of the Self-Organizing Map (SOM) algorithm in Rust, exposed as a Python module.

dbgsom

A scikit-learn compatible Python implementation of the Directed Batch Growing Self-Organizing Map

so-magic

A python library to infer models of the Self-Organising Maps family, based on structured data.

somptimised

An optimised version of sklearn-som with extended functionalities.

green-magic

A python library to infer models of the Self-Organising Maps family, based on structured data.

somlib

This is python implementation for Kohonen Self Organizing map using numpy and tensor

neural-map

NeuralMap is a data analysis tool based on Self-Organizing Maps

somap

A flexible, fast and scalable python library for Self-Organizing Maps

sparse-som

Efficient Self-Organizing Map for Sparse Data

optuclust

Optuna-tuned clustering

frankenz

A photometric redshift monstrosity

kohonen-som

PyTorch implementation of Kohonen's Self-Organizing Map.

neural-map-franco-bobadilla

NeuralMap is a data analysis tool based on Self-Organizing Maps