dimensionality-reduction 开源项目推荐（1,883 个）

lmcinnes /umap

Uniform Manifold Approximation and Projection

seandavi /awesome-single-cell

Community-curated list of software packages and data resources for single-cell, including RNA-seq, ATAC-seq, etc.

tirthajyoti /Machine-Learning-with-Python

涵盖各种机器学习技术的实践和辅导式笔记本

benedekrozemberczki /awesome-community-detection

A curated list of community detection research papers with implementations.

kk7nc /Text_Classification

文本分类算法：综述

pavlin-policar /openTSNE

t-SNE的可扩展并行实现

JustGlowing /minisom

🔴 MiniSom is a minimalistic implementation of the Self Organizing Maps

benedekrozemberczki /datasets

A repository of pretty cool datasets that I collected for network science and machine learning research.

cvxgrp /pymde

Minimum-distortion embedding with PyTorch

KrishnaswamyLab /PHATE

PHATE (Potential of Heat-diffusion for Affinity-based Transition Embedding) is a tool for visualizing high dimensional data.

maykulkarni /Machine-Learning-Notebooks

Machine Learning notebooks for refreshing concepts.

PAIR-code /umap-js

JavaScript implementation of UMAP

JuliaStats /MultivariateStats.jl

A Julia package for multivariate statistics and data analysis (e.g. dimension reduction)

jlmelville /uwot

An R package implementing the UMAP dimensionality reduction method.

GAA-UAM /scikit-fda

Functional Data Analysis Python package

beringresearch /ivis

Dimensionality reduction in very large datasets using Siamese Networks

dpeerlab /Palantir

Single cell trajectory detection

machenslab /dPCA

An implementation of demixed Principal Component Analysis (a supervised linear dimensionality reduction technique)

koba-jon /pytorch_cpp

Deep Learning sample programs using PyTorch in C++

ardiya /siamesenetwork-tensorflow

Using siamese network to do dimensionality reduction and similar image retrieval