representation-learning

There are 39 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
deep-learning domain-adaptation domain-adaption domain-generalization few-shot few-shot-learning generalization machine-learning meta-learning paper papers representation-learning self-supervised-learning style-transfer survey theory transfer-learning transferlearning tutorial-code unsupervised-learning
Language:Python 14148
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
6700
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 4395
chihming / awesome-network-embedding
A curated list of network embedding techniques.
graph-embeddings knowledge-graph network-embedding representation-learning
2613
baaivision / EVA
EVA Series: Visual Representation Fantasies from BAAI
foundation-models representation-learning vision-transformer
Language:Python 2596
s3prl
s3prl / s3prl
Self-Supervised Speech Pre-training and Representation Learning Toolkit
apc cpc data2vec decoar decoar2 distilhubert hubert mockingjay pase representation-learning self-supervised-learning speech-pretraining speech-representation tera unispeech-sat vq-apc vq-wav2vec wav2vec wav2vec2 wavlm
Language:Python 2470
sthalles / SimCLR
PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations
contrastive-loss deep-learning machine-learning pytorch pytorch-implementation representation-learning simclr torchvision unsupervised-learning
Language:Jupyter Notebook 2458
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 2385
Accenture / AmpliGraph
Python library for Representation Learning on Knowledge Graphs https://docs.ampligraph.org
graph-embeddings graph-representation-learning knowledge-graph knowledge-graph-embeddings machine-learning relational-learning representation-learning
Language:Python 2224
microsoft / DeBERTa
The implementation of DeBERTa
bert deeplearning representation-learning roberta language-model natural-language-understanding self-attention transformer-encoder
Language:Python 2162
cambrian-mllm / cambrian
Cambrian-1 is a family of multimodal LLMs with a vision-centric design.
chatbot clip computer-vision dino instruction-tuning large-language-models llms mllm multimodal-large-language-models representation-learning
Language:Python 1955
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 1770
salesforce / ALBEF
Code for ALBEF: a new vision-language pre-training method
contrastive-learning image-text representation-learning vision-and-language weakly-supervised-learning
Language:Python 1729
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 1451
LirongWu / awesome-graph-self-supervised-learning
Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"
data-augmentation deep-learning graph-neural-networks machine-learning pre-training pretext-task representation-learning self-supervised-learning transfer-learning unsupervised-learning
1420
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 1365
asheeshcric / awesome-contrastive-self-supervised-learning
A comprehensive list of awesome contrastive self-supervised learning papers.
deep-learning hacktoberfest-accepted representation-learning self-supervised-learning transfer-learning unsupervised-learning
1293
SalesforceAIResearch / uni2ts
Unified Training of Universal Time Series Forecasting Transformers
deep-learning forecasting machine-learning pre-trained-models pre-training representation-learning time-series time-series-forecasting transformers universal-forecasting
Language:Jupyter Notebook 1266
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++ 1259
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 1190
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 1090
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 1053
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 1051
LAMDA-CL / PyCIL
PyCIL: A Python Toolbox for Class-Incremental Learning
continual-learning deep-learning incremental-learning lifelong-learning machine-learning open-environment-recognition open-world pytorch representation-learning reproducible-research
Language:Python 1008
OML-Team / open-metric-learning
Metric learning and retrieval pipelines, models and zoo.
computer-vision data-science deep-learning metric-learning pytorch pytorch-lightning representation-learning hacktoberfest similarity-learning hacktoberfest-2023 hacktoberfest2023
Language:Python 977
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 965
InternRobotics / PointLLM
[ECCV 2024 Best Paper Candidate & TPAMI 2025] PointLLM: Empowering Large Language Models to Understand Point Clouds
3d chatbot foundation-models gpt-4 large-language-models llama multimodal objaverse point-cloud pointllm representation-learning vision-and-language
Language:Python 922
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 832
matthewvowels1 / Awesome-VAEs
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
awesome-list deep-learning disentangled-representations disentanglement generative-model representation-learning unsupervised-learning vae variational-auto-encoder variational-autoencoder variational-bayes variational-inference
830
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 804
ModelsGenesis
MrGiovanni / ModelsGenesis
[MICCAI 2019 Young Scientist Award] [MEDIA 2020 Best Paper Award] Models Genesis
3d-model fine-tuning foundation-models pre-trained-model representation-learning self-supervised-learning transfer-learning
Language:Jupyter Notebook 769
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 756
jackroos / VL-BERT
Code for ICLR 2020 paper "VL-BERT: Pre-training of Generic Visual-Linguistic Representations".
bert iclr2020 pre-training pytorch representation-learning self-supervised-learning vision-and-language vl-bert
Language:Jupyter Notebook 746
jvpoulos / causal-ml
Must-read papers and resources related to causal inference and machine (deep) learning
causal-inference causal-models counterfactual treatment-effects representation-learning causal-discovery paper-list randomized-controlled-trials heterogeneous-treatment-effects counterfactual-learning estimating-treatment-effects causal-learning deep-learning machine-learning
741
LirongWu / awesome-protein-representation-learning
Awesome Protein Representation Learning
protein-embedding protein-modeling protein-representation-learning protein-sequences representation-learning
686
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 647

representation-learning

jindongwang / transferlearning

pliang279 / awesome-multimodal-ml

google-research / simclr

chihming / awesome-network-embedding

baaivision / EVA

s3prl / s3prl

sthalles / SimCLR

github / CodeSearchNet

Accenture / AmpliGraph

microsoft / DeBERTa

cambrian-mllm / cambrian

shaoxiongji / knowledge-graphs

salesforce / ALBEF

wvangansbeke / Unsupervised-Classification

LirongWu / awesome-graph-self-supervised-learning

YuanGongND / ast

asheeshcric / awesome-contrastive-self-supervised-learning

SalesforceAIResearch / uni2ts

DeepGraphLearning / graphvite

unum-cloud / UForm

PaddlePaddle / PaddleHelix

OFA-Sys / ONE-PEACE

LibCity / Bigscity-LibCity

LAMDA-CL / PyCIL

OML-Team / open-metric-learning

yueliu1999 / Awesome-Deep-Graph-Clustering

InternRobotics / PointLLM

YannDubs / disentangling-vae

matthewvowels1 / Awesome-VAEs

Spijkervet / SimCLR

MrGiovanni / ModelsGenesis

zhirongw / lemniscate.pytorch

jackroos / VL-BERT

jvpoulos / causal-ml

LirongWu / awesome-protein-representation-learning

araffin / robotics-rl-srl