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dimensionality-reduction-algorithms

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TorchSOM

torchsom: The Reference PyTorch Library for Self-Organizing Maps (JMLR 2026). GPU-accelerated SOMs with a scikit-learn API, clustering and visualization.

  • Updated Oct 18, 2026
  • Python

N-Dimensional alternative to Neural Networks. SLRM-nD uses Simplex Sectoring for neural compression and regression in sparse hyperspaces (1000D+). Zero-latency inference, deterministic weights and ReLU bridge. Zero training, pure geometry.

  • Updated Jan 27, 2026
  • Python

Финальный релиз НИР: создание сверхлегкой модели (75 КБ) для классификации коротких сообщений в ЧС. Доказано превосходство TF-IDF без SVD над классическим LSA. Macro F1 = 0.579.

  • Updated Oct 27, 2026
  • Python

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