representation-learning

There are 37 repositories under representation-learning topic.

transferlearning
jindongwang / transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
transferlearning domain-adaptation transfer-learning survey deep-learning generalization few-shot tutorial-code theory papers few-shot-learning meta-learning domain-generalization representation-learning unsupervised-learning machine-learning self-supervised-learning paper style-transfer domain-adaption
Language:Python 12939
pliang279 / awesome-multimodal-ml
Reading list for research topics in multimodal machine learning
computer-vision deep-learning healthcare machine-learning multimodal-learning natural-language-processing reading-list reinforcement-learning representation-learning robotics speech-processing
5521
google-research / simclr
SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners
computer-vision contrastive-learning representation-learning self-supervised-learning simclr simclrv2 unsupervised-learning
Language:Jupyter Notebook 3949
chihming / awesome-network-embedding
A curated list of network embedding techniques.
network-embedding representation-learning graph-embeddings knowledge-graph
2558
sthalles / SimCLR
PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations
machine-learning deep-learning representation-learning pytorch-implementation pytorch torchvision unsupervised-learning contrastive-loss simclr
Language:Jupyter Notebook 2137
github / CodeSearchNet
Datasets, tools, and benchmarks for representation learning of code.
deep-learning natural-language-processing programming-language-theory machine-learning tensorflow datasets data-science machine-learning-on-source-code representation-learning neural-networks python ml open-data data cnn rnn self-attention bert nlp nlp-machine-learning
Language:Jupyter Notebook 2124
s3prl
s3prl / s3prl
Self-Supervised Speech Pre-training and Representation Learning Toolkit
speech-representation mockingjay representation-learning apc tera self-supervised-learning speech-pretraining vq-apc wav2vec vq-wav2vec wav2vec2 cpc pase decoar hubert distilhubert wavlm unispeech-sat decoar2 data2vec
Language:Python 2111
Accenture / AmpliGraph
Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org
machine-learning knowledge-graph relational-learning representation-learning graph-representation-learning graph-embeddings knowledge-graph-embeddings
Language:Python 2098
baaivision / EVA
EVA Series: Visual Representation Fantasies from BAAI
foundation-models representation-learning vision-transformer
Language:Python 2002
microsoft / DeBERTa
The implementation of DeBERTa
bert deeplearning representation-learning roberta language-model natural-language-understanding self-attention transformer-encoder
Language:Python 1865
shaoxiongji / knowledge-graphs
A collection of research on knowledge graphs
knowledge-graph representation-learning relation-extraction reasoning natural-language-processing temporal-knowledge-graph ner commonsense meta-relational-learning cross-modal knowledge-graph-completion question-answering dialogue-systems recommendation-systems information-retrieval survey paper
Language:JavaScript 1620
salesforce / ALBEF
Code for ALBEF: a new vision-language pre-training method
vision-and-language representation-learning image-text weakly-supervised-learning contrastive-learning
Language:Python 1407
Unsupervised-Classification
wvangansbeke / Unsupervised-Classification
SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]
unsupervised-learning image-classification self-supervised-learning clustering eccv-2020 eccv2020 representation-learning contrastive-learning simclr moco
Language:Python 1313
LirongWu / awesome-graph-self-supervised-learning
Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"
self-supervised-learning machine-learning unsupervised-learning graph-neural-networks pre-training data-augmentation pretext-task representation-learning transfer-learning deep-learning
1293
graphvite
DeepGraphLearning / graphvite
GraphVite: A General and High-performance Graph Embedding System
machine-learning network-embedding knowledge-graph data-visualization representation-learning cuda gpu
Language:C++ 1194
asheeshcric / awesome-contrastive-self-supervised-learning
A comprehensive list of awesome contrastive self-supervised learning papers.
hacktoberfest-accepted self-supervised-learning representation-learning unsupervised-learning deep-learning transfer-learning
1146
YuanGongND / ast
Code for the Interspeech 2021 paper "AST: Audio Spectrogram Transformer".
audio audio-classification deep-learning keyword-spotting pytorch representation-learning speech-classification speech-commands
Language:Jupyter Notebook 1024
uform
unum-cloud / uform
Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and 🔜 video, up to 5x faster than OpenAI CLIP and LLaVA 🖼️ & 🖋️
huggingface-transformers language-vision multimodal pytorch semantic-search transformer cross-attention vector-search bert neural-network pretrained-models multi-lingual clip openai openclip contrastive-learning representation-learning clustering image-search llava
Language:Python 906
OFA-Sys / ONE-PEACE
A general representation model across vision, audio, language modalities. Paper: ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities
foundation-models multimodal representation-learning vision-language audio-language vision-and-language vision-transformer contrastive-loss
Language:Python 852
LibCity / Bigscity-LibCity
LibCity: An Open Library for Urban Spatial-temporal Data Mining
traffic traffic-prediction traffic-flow-prediction traffic-speed-prediction on-demand-service trajectory-prediction toolkit deep-learning spatio-temporal-prediction spatio-temporal pytorch-implementation traffic-forecasting map-matching representation-learning estimated-time-of-arrival traffic-accident-prediction od-matrix time-series-prediction eta libcity
Language:Python 837
PaddlePaddle / PaddleHelix
Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集
biocomputing machine-learning deeplearning rna-structure-prediction dti representation-learning graph-networks protein-structure-prediction self-supervised-learning ppi molecule-design protein-folding ddi protein-docking protein-design
Language:Python 791
OML-Team / open-metric-learning
Library for metric learning pipelines and models.
computer-vision data-science deep-learning metric-learning pytorch pytorch-lightning representation-learning hacktoberfest similarity-learning hacktoberfest-2023 hacktoberfest2023
Language:Jupyter Notebook 779
YannDubs / disentangling-vae
Experiments for understanding disentanglement in VAE latent representations
beta-vae factor-vae vae variational-autoencoder unsupervised-learning celeba dsprites beta-tcvae disentangled-representations chairs-dataset mnist fashion-mnist representation-learning reproducible-research deep-learning pytorch disentanglement
Language:Python 769
matthewvowels1 / Awesome-VAEs
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
vae variational-autoencoder awesome-list disentanglement disentangled-representations representation-learning deep-learning generative-model unsupervised-learning variational-inference variational-auto-encoder variational-bayes
755
zhirongw / lemniscate.pytorch
Unsupervised Feature Learning via Non-parametric Instance Discrimination
computer-vision deep-learning unsupervised-learning imagenet pytorch nce cvpr2018 representation-learning self-supervised-learning
Language:Python 738
jackroos / VL-BERT
Code for ICLR 2020 paper "VL-BERT: Pre-training of Generic Visual-Linguistic Representations".
pre-training representation-learning self-supervised-learning vision-and-language bert pytorch iclr2020 vl-bert
Language:Jupyter Notebook 734
SimCLR
Spijkervet / SimCLR
PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.
contrastive-learning pytorch representation-learning simclr unsupervised-learning
Language:Python 727
MrGiovanni / ModelsGenesis
[MICCAI 2019] [MEDIA 2020] Models Genesis
fine-tuning representation-learning transfer-learning self-supervised-learning 3d-model pre-trained-model foundation-models
Language:Jupyter Notebook 722
yueliu1999 / Awesome-Deep-Graph-Clustering
Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).
deep-clustering graph-neural-networks self-supervised-learning representation-learning surveys data-mining deep-learning graph-convolutional-networks graph-embedding network-embedding gcn machine-learning clustering data-mining-algorithms graphclustering
Language:Python 708
jvpoulos / causal-ml
Must-read papers and resources related to causal inference and machine (deep) learning
causal-discovery causal-inference causal-learning causal-models counterfactual counterfactual-learning deep-learning estimating-treatment-effects heterogeneous-treatment-effects machine-learning paper-list randomized-controlled-trials representation-learning treatment-effects
621
araffin / robotics-rl-srl
S-RL Toolbox: Reinforcement Learning (RL) and State Representation Learning (SRL) for Robotics
reinforcement-learning state representation-learning robotics kuka baxter-robot arm pytorch pybullet gym baselines
Language:Python 594
Sujit-O / pykg2vec
Python library for knowledge graph embedding and representation learning.
knowledge-graph embedding-models embedding-python representation-learning
Language:Python 593
LirongWu / awesome-protein-representation-learning
Awesome Protein Representation Learning
protein-embedding protein-modeling protein-representation-learning protein-sequences representation-learning
551
salesforce / PCL
PyTorch code for "Prototypical Contrastive Learning of Unsupervised Representations"
representation-learning self-supervised-learning unsupervsied-learning contrastive-learning pre-trained-model
Language:Python 542
yukimasano / self-label
Self-labelling via simultaneous clustering and representation learning. (ICLR 2020)
clustering iclr2020 representation-learning resnet resnet-v2 self-supervised-learning
Language:Python 525
THUDM / GATNE
Source code and dataset for KDD 2019 paper "Representation Learning for Attributed Multiplex Heterogeneous Network"
attributed-networks heterogeneous-network multiplex-networks network-embedding representation-learning
Language:Python 517

representation-learning

jindongwang / transferlearning

pliang279 / awesome-multimodal-ml

google-research / simclr

chihming / awesome-network-embedding

sthalles / SimCLR

github / CodeSearchNet

s3prl / s3prl

Accenture / AmpliGraph

baaivision / EVA

microsoft / DeBERTa

shaoxiongji / knowledge-graphs

salesforce / ALBEF

wvangansbeke / Unsupervised-Classification

LirongWu / awesome-graph-self-supervised-learning

DeepGraphLearning / graphvite

asheeshcric / awesome-contrastive-self-supervised-learning

YuanGongND / ast

unum-cloud / uform

OFA-Sys / ONE-PEACE

LibCity / Bigscity-LibCity

PaddlePaddle / PaddleHelix

OML-Team / open-metric-learning

YannDubs / disentangling-vae

matthewvowels1 / Awesome-VAEs

zhirongw / lemniscate.pytorch

jackroos / VL-BERT

Spijkervet / SimCLR

MrGiovanni / ModelsGenesis

yueliu1999 / Awesome-Deep-Graph-Clustering

jvpoulos / causal-ml

araffin / robotics-rl-srl

Sujit-O / pykg2vec

LirongWu / awesome-protein-representation-learning

salesforce / PCL

yukimasano / self-label

THUDM / GATNE