dimensionality-reduction · GitHub Topics

#计算机科学#Uniform Manifold Approximation and Projection

umap dimensionality-reduction 可视化机器学习 topological-data-analysis

Python 7.81 k

1 个月前

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

Bioinformatics Awesome Lists dimensionality-reduction Python clustering data-integration 数据可视化 analysis

3.4 k

4 天前

tirthajyoti / Machine-Learning-with-Python

#计算机科学#Practice and tutorial-style notebooks covering wide variety of machine learning techniques

Jupyter Notebook 3.22 k

2 年前

benedekrozemberczki / awesome-community-detection

#计算机科学#A curated list of community detection research papers with implementations.

graph-clustering network-clustering clustering dimensionality-reduction factorization embedding 深度学习 matrix-factorization igraph networkx network-science social-network network-analysis node2vec deepwalk unsupervised-learning 数据科学机器学习 community-detection

Python 2.38 k

1 年前

kk7nc / Text_Classification

#计算机科学#Text Classification Algorithms: A Survey

text-classification 自然语言处理 document-classification text-processing dimensionality-reduction rocchio-algorithm boosting-algorithms logistic-regression naive-bayes-classifier k-nearest-neighbours support-vector-machines decision-trees random-forest 深度学习深度神经网络 recurrent-neural-networks convolutional-neural-networks

Python 1.81 k

2 个月前

pavlin-policar / openTSNE

#计算机科学#Extensible, parallel implementations of t-SNE

tsne 可视化机器学习 dimensionality-reduction embedding

Python 1.54 k

19 天前

JustGlowing / minisom

#计算机科学#🔴 MiniSom is a minimalistic implementation of the Self Organizing Maps

机器学习 som neural-networks unsupervised-learning manifold-learning self-organizing-map clustering outlier-detection dimensionality-reduction

Python 1.52 k

2 个月前

benedekrozemberczki / datasets

#计算机科学#A repository of pretty cool datasets that I collected for network science and machine learning research.

network-science network-analysis 数据科学机器学习 gcn graph-embedding network-embedding community-detection graph-convolution node-embedding graph-neural-network gnn dimensionality-reduction deepwalk node2vec graph2vec benchmark dataset

634

1 年前

cvxgrp / pymde

#计算机科学#Minimum-distortion embedding with PyTorch

embedding 可视化机器学习 dimensionality-reduction graph-embedding PyTorch CUDA gpu

Python 547

2 个月前

maykulkarni / Machine-Learning-Notebooks

#自然语言处理#Machine Learning notebooks for refreshing concepts.

机器学习 Python 深度学习 neural-networks data-processing regression-models reinforcement-learning 自然语言处理 dimensionality-reduction machine-learning-tutorials

Jupyter Notebook 511

4 年前

KrishnaswamyLab / PHATE

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

dimensionality-reduction 数据可视化 unsupervised-learning manifold-learning

Python 506

2 个月前

PAIR-code / umap-js

JavaScript implementation of UMAP

JavaScript umap dimensionality-reduction

JavaScript 396

4 个月前

JuliaStats / MultivariateStats.jl

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

Julia 语言 multivariate-statistics dimensionality-reduction lda pca 统计 regression linear-regression

Julia 384

1 年前

jlmelville / uwot

An R package implementing the UMAP dimensionality reduction method.

R umap dimensionality-reduction

R 336

2 个月前

beringresearch / ivis

#计算机科学#Dimensionality reduction in very large datasets using Siamese Networks

机器学习数据可视化 dimensionality-reduction 神经网络

Python 334

9 个月前

GAA-UAM / scikit-fda

#计算机科学#Functional Data Analysis Python package

Python 统计 alignment classification clustering curves dimensionality-reduction functions 机器学习 registration regression smoothing 可视化

Python 326

16 天前

machenslab / dPCA

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

dimensionality-reduction Python MATLAB

Jupyter Notebook 297

3 年前

ardiya / siamesenetwork-tensorflow

Using siamese network to do dimensionality reduction and similar image retrieval

Tensorflow siamese-network dimensionality-reduction image-retrieval

Jupyter Notebook 285

6 年前

yuki-koyama / mathtoolbox

#算法刷题#Mathematical tools (interpolation, dimensionality reduction, optimization, etc.) written in C++11 with Eigen

算法 dimensionality-reduction interpolation optimization bfgs

C++ 272

3 年前

dpeerlab / Palantir

Single cell trajectory detection

manifold-learning dimensionality-reduction markov-chain differentiation trajectory-generation

Jupyter Notebook 253

24 天前