The Top 77 Representation Learning Open Source Projects

Awesome Open Source

Awesome Open Source

Combined Topics

representation-learning x

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210

The Top 77 Representation Learning Open Source Projects

Categories > Machine Learning > Representation Learning

Simclr ⭐ 2,382

SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners

Awesome Network Embedding ⭐ 2,330

A curated list of network embedding techniques.

Awesome Multimodal Ml ⭐ 2,250

Reading list for research topics in multimodal machine learning

Ampligraph ⭐ 1,560

Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org

Codesearchnet ⭐ 1,449

Datasets, tools, and benchmarks for representation learning of code.

Knowledge Graphs ⭐ 980

A collection of research on knowledge graphs

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations

Graphvite ⭐ 921

GraphVite: A General and High-performance Graph Embedding System

Unsupervised Classification ⭐ 732

SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]

Deberta ⭐ 688

The implementation of DeBERTa

Self-Supervised Speech Pre-training and Representation Learning Toolkit.

Lemniscate.pytorch ⭐ 575

Unsupervised Feature Learning via Non-parametric Instance Discrimination

Vl Bert ⭐ 563

Code for ICLR 2020 paper "VL-BERT: Pre-training of Generic Visual-Linguistic Representations".

Awesome Vaes ⭐ 493

A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

Robotics Rl Srl ⭐ 475

S-RL Toolbox: Reinforcement Learning (RL) and State Representation Learning (SRL) for Robotics

Disentangling Vae ⭐ 471

Experiments for understanding disentanglement in VAE latent representations

Modelsgenesis ⭐ 467

Official Keras & PyTorch Implementation and Pre-trained Models for Models Genesis - MICCAI 2019

Contrastive Predictive Coding ⭐ 396

Keras implementation of Representation Learning with Contrastive Predictive Coding

Source code and dataset for KDD 2019 paper "Representation Learning for Attributed Multiplex Heterogeneous Network"

Self Label ⭐ 365

Self-labelling via simultaneous clustering and representation learning. (ICLR 2020)

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.

Pykg2vec ⭐ 333

Python library for knowledge graph embedding and representation learning.

SMORe: Modularize Graph Embedding for Recommendation

Representation Learning On Heterogeneous Graph ⭐ 318

Representation-Learning-on-Heterogeneous-Graph

Decagon ⭐ 304

Graph convolutional neural network for multirelational link prediction

Paddlehelix ⭐ 284

Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集

The Tensorflow code for this ACL 2018 paper: "Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms"

Pytorch Byol ⭐ 264

PyTorch implementation of Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning

Link Prediction ⭐ 262

Representation learning for link prediction within social networks

Contrastive Predictive Coding Pytorch ⭐ 261

Contrastive Predictive Coding for Automatic Speaker Verification

Good Papers ⭐ 251

I try my best to keep updated cutting-edge knowledge in Machine Learning/Deep Learning and Natural Language Processing. These are my notes on some good papers

Semantic Embeddings ⭐ 220

Hierarchy-based Image Embeddings for Semantic Image Retrieval

Poincare Embedding ⭐ 219

Poincaré Embedding (unofficial)

Awesome Visual Representation Learning With Transformers ⭐ 207

Awesome Transformers (self-attention) in Computer Vision

A PyTorch implementation of ACM SIGKDD 2019 paper "Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks"

Variational Ladder Autoencoder ⭐ 198

Implementation of VLAE

PyTorch code for "Prototypical Contrastive Learning of Unsupervised Representations"

Vae_vampprior ⭐ 183

Code for the paper "VAE with a VampPrior", J.M. Tomczak & M. Welling

Deformable Kernels ⭐ 179

Deforming kernels to adapt towards object deformation. In ICLR 2020.

Stylealign ⭐ 175

[ICCV 2019]Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Transition

Declutr ⭐ 170

The corresponding code from our paper "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations". Do not hesitate to open an issue if you run into any trouble!

Unsupervised Semantic Segmentation ⭐ 161

Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]

Attribute Aware Attention ⭐ 145

[ACM MM 2018] Attribute-Aware Attention Model for Fine-grained Representation Learning

Role2vec ⭐ 142

A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).

Autoregressive Predictive Coding ⭐ 142

Autoregressive Predictive Coding: An unsupervised autoregressive model for speech representation learning

EMNLP 2018: HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding

Causal Ml ⭐ 138

Must-read papers and resources related to causal inference and machine (deep) learning

Sigir2020_peterrec ⭐ 137

Parameter-Efficient Transfer from Sequential Behaviors for User Modeling and Recommendation

Multi_object_datasets ⭐ 136

Multi-object image datasets with ground-truth segmentation masks and generative factors.

Code & data accompanying the KDD 2017 paper "KATE: K-Competitive Autoencoder for Text"

Srl Zoo ⭐ 132

State Representation Learning (SRL) zoo with PyTorch - Part of S-RL Toolbox

Featdepth ⭐ 131

This is the offical codes for the methods described in the "Feature-metric Loss for Self-supervised Learning of Depth and Egomotion".

Self Supervised Learning Overview ⭐ 114

📜 Self-Supervised Learning from Images: Up-to-date reading list.

Sigver_wiwd ⭐ 113

Learned representation for Offline Handwritten Signature Verification. Models and code to extract features from signature images.

Semantic Entity Retrieval Toolkit

A package for Multiple Kernel Learning in Python

Pointglr ⭐ 90

Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds (CVPR 2020)

ConMask model described in paper Open-world Knowledge Graph Completion.

Codeslam ⭐ 85

Implementation of CodeSLAM — Learning a Compact, Optimisable Representation for Dense Visual SLAM paper (https://arxiv.org/pdf/1804.00874.pdf)

ICE: Item Concept Embedding

A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).

Graph_2d_cnn ⭐ 71

Code and data for the paper 'Classifying Graphs as Images with Convolutional Neural Networks' (new title: 'Graph Classification with 2D Convolutional Neural Networks')

Source code for EvalNE, a Python library for evaluating Network Embedding methods.

DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images

Dogtorch ⭐ 67

Who Let The Dogs Out? Modeling Dog Behavior From Visual Data https://arxiv.org/pdf/1803.10827.pdf

Usss_iccv19 ⭐ 59

Code for Universal Semi-Supervised Semantic Segmentation models paper accepted in ICCV 2019

Self Supervised ⭐ 54

Whitening for Self-Supervised Representation Learning | Official repository

representation learning on attributed graphs

Compress ⭐ 50

Compressing Representations for Self-Supervised Learning

Wavencoder ⭐ 43

WavEncoder is a Python library for encoding audio signals, transforms for audio augmentation, and training audio classification models with PyTorch backend.

[NAACL & ACL 2021] SapBERT: Self-alignment pretraining for BERT & XL-BEL: Cross-Lingual Biomedical Entity Linking.

Word2vec Win32 ⭐ 41

A word2vec port for Windows.

Gradfeat20 ⭐ 33

Gradients as Features for Deep Representation Learning

Meta Emb ⭐ 29

Multilingual Meta-Embeddings for Named Entity Recognition (RepL4NLP & EMNLP 2019)

Arch2vec ⭐ 24

[NeurIPS 2020] "Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?" by Shen Yan, Yu Zheng, Wei Ao, Xiao Zeng, Mi Zhang

Bagofconcepts ⭐ 18

Python implementation of bag-of-concepts

Nonlinear Ib Pytorch ⭐ 16

Pytorch Implementation of the Nonlinear Information Bottleneck

1-77 of 77 projects

Advertising 📦 10

Application Programming Interfaces 📦 124

Applications 📦 192

Artificial Intelligence 📦 78

Blockchain 📦 73

Build Tools 📦 113

Cloud Computing 📦 80

Code Quality 📦 28

Collaboration 📦 32

Command Line Interface 📦 49

Community 📦 83

Companies 📦 60

Compilers 📦 63

Computer Science 📦 80

Configuration Management 📦 42

Content Management 📦 175

Control Flow 📦 213

Data Formats 📦 78

Data Processing 📦 276

Data Storage 📦 135

Economics 📦 64

Frameworks 📦 215

Graphics 📦 110

Hardware 📦 152

Integrated Development Environments 📦 49

Learning Resources 📦 166

Libraries 📦 129

Lists Of Projects 📦 22

Machine Learning 📦 347

Mapping 📦 64

Marketing 📦 15

Mathematics 📦 55

Messaging 📦 98

Networking 📦 315

Operating Systems 📦 89

Operations 📦 121

Package Managers 📦 55

Programming Languages 📦 245

Runtime Environments 📦 100

Science 📦 42

Security 📦 396

Social Media 📦 27

Software Architecture 📦 72

Software Development 📦 72

Software Performance 📦 58

Software Quality 📦 133

Text Editors 📦 49

Text Processing 📦 136

User Interface 📦 330

User Interface Components 📦 514

Version Control 📦 30

Virtualization 📦 71

Web Browsers 📦 42

Web Servers 📦 26

Web User Interface 📦 210