Awesome Open Source
Awesome Open Source
Combined Topics
representation-learning
x
Advertising
📦 10
All Projects
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
Games
📦 129
Graphics
📦 110
Hardware
📦 152
Integrated Development Environments
📦 49
Learning Resources
📦 166
Legal
📦 29
Libraries
📦 129
Lists Of Projects
📦 22
Machine Learning
📦 347
Mapping
📦 64
Marketing
📦 15
Mathematics
📦 55
Media
📦 239
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 70 Representation Learning Open Source Projects
Categories
>
Machine Learning
>
Representation Learning
Awesome Network Embedding
⭐
2,284
A curated list of network embedding techniques.
Simclr
⭐
2,099
SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners
Ampligraph
⭐
1,469
Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org
Codesearchnet
⭐
1,391
Datasets, tools, and benchmarks for representation learning of code.
Graphvite
⭐
884
GraphVite: A General and High-performance Graph Embedding System
Knowledge Graphs
⭐
876
A collection of research on knowledge graphs
Simclr
⭐
793
PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations
Unsupervised Classification
⭐
630
SCAN: Learning to Classify Images without Labels (ECCV 2020), incl. SimCLR.
Deberta
⭐
602
The implementation of DeBERTa
Lemniscate.pytorch
⭐
551
Unsupervised Feature Learning via Non-parametric Instance Discrimination
Vl Bert
⭐
511
Code for ICLR 2020 paper "VL-BERT: Pre-training of Generic Visual-Linguistic Representations".
S3prl
⭐
460
Self-Supervised Speech Pre-training and Representation Learning Toolkit.
Robotics Rl Srl
⭐
458
S-RL Toolbox: Reinforcement Learning (RL) and State Representation Learning (SRL) for Robotics
Awesome Vaes
⭐
438
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
Modelsgenesis
⭐
432
Official Keras & PyTorch Implementation and Pre-trained Models for Models Genesis - MICCAI 2019
Disentangling Vae
⭐
416
Experiments for understanding disentanglement in VAE latent representations
Graphwaveletneuralnetwork
⭐
406
A PyTorch implementation of "Graph Wavelet Neural Network" (ICLR 2019)
Contrastive Predictive Coding
⭐
377
Keras implementation of Representation Learning with Contrastive Predictive Coding
Gatne
⭐
353
Source code and dataset for KDD 2019 paper "Representation Learning for Attributed Multiplex Heterogeneous Network"
Self Label
⭐
336
Self-labelling via simultaneous clustering and representation learning. (ICLR 2020)
Smore
⭐
317
SMORe: Modularize Graph Embedding for Recommendation
Simclr
⭐
309
PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.
Representation Learning On Heterogeneous Graph
⭐
297
Representation-Learning-on-Heterogeneous-Graph
Pykg2vec
⭐
294
Python library for knowledge graph embedding and representation learning.
Swem
⭐
280
The Tensorflow code for this ACL 2018 paper: "Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms"
Decagon
⭐
270
Graph convolutional neural network for multirelational link prediction
Link Prediction
⭐
251
Representation learning for link prediction within social networks
Good Papers
⭐
248
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
Contrastive Predictive Coding Pytorch
⭐
239
Contrastive Predictive Coding for Automatic Speaker Verification
Pytorch Byol
⭐
239
PyTorch implementation of Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning
Paddlehelix
⭐
228
Bio-Computing Platform featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集
Poincare Embedding
⭐
219
Poincaré Embedding (unofficial)
Semantic Embeddings
⭐
203
Hierarchy-based Image Embeddings for Semantic Image Retrieval
Variational Ladder Autoencoder
⭐
197
Implementation of VLAE
Jodie
⭐
185
A PyTorch implementation of ACM SIGKDD 2019 paper "Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks"
Awesome Visual Representation Learning With Transformers
⭐
179
Awesome Transformers (self-attention) in Computer Vision
Vae_vampprior
⭐
174
Code for the paper "VAE with a VampPrior", J.M. Tomczak & M. Welling
Stylealign
⭐
173
[ICCV 2019]Aggregation via Separation: Boosting Facial Landmark Detector with Semi-Supervised Style Transition
Deformable Kernels
⭐
171
Deforming kernels to adapt towards object deformation. In ICLR 2020.
Pcl
⭐
146
PyTorch code for "Prototypical Contrastive Learning of Unsupervised Representations"
Attribute Aware Attention
⭐
144
[ACM MM 2018] Attribute-Aware Attention Model for Fine-grained Representation Learning
Autoregressive Predictive Coding
⭐
140
Autoregressive Predictive Coding: An unsupervised autoregressive model for speech representation learning
Kate
⭐
136
Code & data accompanying the KDD 2017 paper "KATE: K-Competitive Autoencoder for Text"
Role2vec
⭐
136
A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).
Hyte
⭐
132
EMNLP 2018: HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding
Declutr
⭐
131
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!
Srl Zoo
⭐
127
State Representation Learning (SRL) zoo with PyTorch - Part of S-RL Toolbox
Multi_object_datasets
⭐
127
Multi-object image datasets with ground-truth segmentation masks and generative factors.
Unsupervised Semantic Segmentation
⭐
121
Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals.
Sigver_wiwd
⭐
112
Learned representation for Offline Handwritten Signature Verification. Models and code to extract features from signature images.
Sert
⭐
100
Semantic Entity Retrieval Toolkit
Conmask
⭐
88
ConMask model described in paper Open-world Knowledge Graph Completion.
Pointglr
⭐
87
Global-Local Bidirectional Reasoning for Unsupervised Representation Learning of 3D Point Clouds (CVPR 2020)
Mklpy
⭐
84
A package for Multiple Kernel Learning in Python
Ice
⭐
83
ICE: Item Concept Embedding
Self Supervised Learning Overview
⭐
79
📜 Self-Supervised Learning from Images: Up-to-date reading list.
Codeslam
⭐
74
Implementation of CodeSLAM — Learning a Compact, Optimisable Representation for Dense Visual SLAM paper (https://arxiv.org/pdf/1804.00874.pdf)
Asne
⭐
73
A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).
Evalne
⭐
68
Source code for EvalNE, a Python library for evaluating Network Embedding methods.
Graph_2d_cnn
⭐
67
Code and data for the paper 'Classifying Graphs as Images with Convolutional Neural Networks' (new title: 'Graph Classification with 2D Convolutional Neural Networks')
Dogtorch
⭐
66
Who Let The Dogs Out? Modeling Dog Behavior From Visual Data https://arxiv.org/pdf/1803.10827.pdf
Dna Gan
⭐
65
DNA-GAN: Learning Disentangled Representations from Multi-Attribute Images
Usss_iccv19
⭐
58
Code for Universal Semi-Supervised Semantic Segmentation models paper accepted in ICCV 2019
Gat2vec
⭐
49
representation learning on attributed graphs
Compress
⭐
45
Compressing Representations for Self-Supervised Learning
Word2vec Win32
⭐
41
A word2vec port for Windows.
Gradfeat20
⭐
30
Gradients as Features for Deep Representation Learning
Meta Emb
⭐
29
Multilingual Meta-Embeddings for Named Entity Recognition (RepL4NLP & EMNLP 2019)
Bagofconcepts
⭐
18
Python implementation of bag-of-concepts
Nonlinear Ib Pytorch
⭐
16
Pytorch Implementation of the Nonlinear Information Bottleneck
1-70 of 70 projects
Advertising
📦 10
All Projects
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
Games
📦 129
Graphics
📦 110
Hardware
📦 152
Integrated Development Environments
📦 49
Learning Resources
📦 166
Legal
📦 29
Libraries
📦 129
Lists Of Projects
📦 22
Machine Learning
📦 347
Mapping
📦 64
Marketing
📦 15
Mathematics
📦 55
Media
📦 239
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