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The Top 23 Python Dimensionality Reduction Open Source Projects

Open source projects categorized as Python Dimensionality Reduction
Categories > Dimensionality Reduction
Umap ⭐ 6,672
Uniform Manifold Approximation and Projection
dependent packages 412total releases 39most recent commit 3 months agopypi umap-learn} Downloads
Awesome Single Cell ⭐ 2,784
Community-curated list of software packages and data resources for single-cell, including RNA-seq, ATAC-seq, etc.
most recent commit 3 months ago
Awesome Community Detection ⭐ 2,232
A curated list of community detection research papers with implementations.
most recent commit 4 months ago
Text_classification ⭐ 1,621
Text Classification Algorithms: A Survey
most recent commit a year ago
Minisom ⭐ 1,339
🔴 MiniSom is a minimalistic implementation of the Self Organizing Maps
dependent packages 14total releases 24most recent commit 3 months agopypi MiniSom} Downloads
Opentsne ⭐ 1,295
Extensible, parallel implementations of t-SNE
dependent packages 16total releases 27most recent commit 5 months agopypi openTSNE} Downloads
Pymde ⭐ 480
Minimum-distortion embedding with PyTorch
dependent packages 6total releases 20most recent commit 10 months agopypi pymde} Downloads
Phate ⭐ 421
PHATE (Potential of Heat-diffusion for Affinity-based Transition Embedding) is a tool for visualizing high dimensional data.
dependent packages 14total releases 36most recent commit 10 months agopypi phate} Downloads
Ivis ⭐ 304
Dimensionality reduction in very large datasets using Siamese Networks
dependent packages 2total releases 33most recent commit 5 months agopypi ivis} Downloads
Machine Learning Notebooks ⭐ 241
Machine Learning notebooks for refreshing concepts.
most recent commit 3 years ago
Dpca ⭐ 202
An implementation of demixed Principal Component Analysis (a supervised linear dimensionality reduction technique)
total releases 3most recent commit 2 years ago
Danmf ⭐ 187
A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).
most recent commit a year ago
The Data Science Workshop ⭐ 156
A New, Interactive Approach to Learning Data Science
most recent commit 2 years ago
Simpsom ⭐ 153
Python library for Self-Organizing Maps
total releases 12most recent commit 3 months ago
Machine_learning_2018 ⭐ 146
Codes and Project for Machine Learning Course, Fall 2018, University of Tabriz
most recent commit 3 years ago
Msmbuilder ⭐ 124
🏗️ Statistical models for biomolecular dynamics 🏗️
dependent packages 1total releases 15most recent commit 3 years agopypi msmbuilder} Downloads
Pytorch Spectral Clustering ⭐ 122
[Under development]- Implementation of various methods for dimensionality reduction and spectral clustering implemented with Pytorch
most recent commit 7 years ago
T Simcne ⭐ 103
Unsupervised visualization of image datasets using contrastive learning
total releases 7most recent commit 3 months ago
Enstop ⭐ 100
Ensemble topic modelling with pLSA
total releases 14most recent commit 3 years ago
Pymorton ⭐ 97
A lightweight and efficient Python Morton encoder with support for geo-hashing
dependent packages 7total releases 9most recent commit 8 months agopypi pymorton} Downloads
Walklets ⭐ 96
A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).
most recent commit a year ago
Bane ⭐ 86
A sparsity aware implementation of "Binarized Attributed Network Embedding" (ICDM 2018).
most recent commit a year ago
Tldr ⭐ 80
TLDR is an unsupervised dimensionality reduction method that combines neighborhood embedding learning with the simplicity and effectiveness of recent self-supervised learning losses
most recent commit 2 years ago
The 8 Most Depended On Python Dimensionality Reduction Open Source Projects
Umap ⭐ 6,672
Uniform Manifold Approximation and Projection
dependent packages 412total releases 39latest release November 18, 2023most recent commit 3 months agopypi umap-learn} Downloads
Opentsne ⭐ 1,295
Extensible, parallel implementations of t-SNE
dependent packages 16total releases 27latest release November 29, 2023most recent commit 5 months agopypi openTSNE} Downloads
Minisom ⭐ 1,339
:red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps
dependent packages 14total releases 24latest release March 02, 2023most recent commit 3 months agopypi MiniSom} Downloads
Phate ⭐ 421
PHATE (Potential of Heat-diffusion for Affinity-based Transition Embedding) is a tool for visualizing high dimensional data.
dependent packages 14total releases 36latest release August 13, 2018most recent commit 10 months agopypi phate} Downloads
Pymorton ⭐ 97
A lightweight and efficient Python Morton encoder with support for geo-hashing
dependent packages 7total releases 9latest release February 15, 2018most recent commit 8 months agopypi pymorton} Downloads
Pymde ⭐ 480
Minimum-distortion embedding with PyTorch
dependent packages 6total releases 20latest release November 20, 2022most recent commit 10 months agopypi pymde} Downloads
Ivis ⭐ 304
Dimensionality reduction in very large datasets using Siamese Networks
dependent packages 2total releases 33latest release March 10, 2022most recent commit 5 months agopypi ivis} Downloads
Msmbuilder ⭐ 124
:building_construction: Statistical models for biomolecular dynamics :building_construction:
dependent packages 1total releases 15latest release April 27, 2017most recent commit 3 years agopypi msmbuilder} Downloads
The 10 Latest Releases In Python Dimensionality Reduction Open Source Projects
T Simcne ⭐ 103
Unsupervised visualization of image datasets using contrastive learning
total releases 7latest release December 07, 2023most recent commit 3 months ago
Opentsne ⭐ 1,295
Extensible, parallel implementations of t-SNE
dependent packages 16total releases 27latest release November 29, 2023most recent commit 5 months agopypi openTSNE} Downloads
Umap ⭐ 6,672
Uniform Manifold Approximation and Projection
dependent packages 412total releases 39latest release November 18, 2023most recent commit 3 months agopypi umap-learn} Downloads
Zadu ⭐ 17
A Python Library for Evaluating the Reliability of Dimensionality Reduction Embeddings
total releases 9latest release October 20, 2023most recent commit 4 months ago
Simpsom ⭐ 153
Python library for Self-Organizing Maps
total releases 12latest release July 31, 2023most recent commit 3 months ago
Minisom ⭐ 1,339
:red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps
dependent packages 14total releases 24latest release March 02, 2023most recent commit 3 months agopypi MiniSom} Downloads
Fabba ⭐ 25
An efficient symbolic time series approximation technique
total releases 109latest release December 12, 2022most recent commit 4 months ago
Topometry ⭐ 69
Systematically learn and evaluate manifolds from high-dimensional data
total releases 26latest release November 28, 2022most recent commit 9 months ago
Pymde ⭐ 480
Minimum-distortion embedding with PyTorch
dependent packages 6total releases 20latest release November 20, 2022most recent commit 10 months agopypi pymde} Downloads
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