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representation-learning

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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 深度学习 generalization few-shot tutorial-code theory papers few-shot-learning meta-learning domain-generalization representation-learning unsupervised-learning 机器学习 self-supervised-learning Bukkit style-transfer

Python

13843

3837

2 个月前

pliang279 / awesome-multimodal-ml

Reading list for research topics in multimodal machine learning

multimodal-learning 机器学习 representation-learning 自然语言处理机器视觉 speech-processing Robotics healthcare reading-list 深度学习 reinforcement-learning

6390

875

8 个月前

google-research / simclr

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

simclr contrastive-learning representation-learning self-supervised-learning unsupervised-learning 机器视觉 simclrv2

Jupyter Notebook

4245

637

2 年前

chihming / awesome-network-embedding

A curated list of network embedding techniques.

network-embedding representation-learning graph-embeddings knowledge-graph

2608

503

4 年前

baaivision / EVA

EVA Series: Visual Representation Fantasies from BAAI

foundation-models representation-learning vision-transformer

Python

2468

184

9 个月前

sthalles / SimCLR

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

机器学习深度学习 representation-learning pytorch-implementation PyTorch torchvision unsupervised-learning contrastive-loss simclr

Jupyter Notebook

2385

477

1 年前

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 hubert wavlm

Python

2371

498

1 个月前

github / CodeSearchNet

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

深度学习自然语言处理 programming-language-theory 机器学习 Tensorflow datasets 数据科学 machine-learning-on-source-code representation-learning neural-networks Python Open Data data cnn rnn self-attention bert

Jupyter Notebook

2287

399

3 年前

Accenture / AmpliGraph

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

机器学习 knowledge-graph relational-learning representation-learning graph-representation-learning graph-embeddings knowledge-graph-embeddings

Python

2204

251

5 个月前

microsoft / DeBERTa

The implementation of DeBERTa

bert 深度学习 representation-learning roberta language-model natural-language-understanding self-attention transformer-encoder

Python

2075

234

2 年前

cambrian-mllm / cambrian

Cambrian-1 is a family of multimodal LLMs with a vision-centric design.

聊天机器人 clip 机器视觉 dino instruction-tuning large-language-models llms mllm multimodal-large-language-models representation-learning

Python

1890

129

6 个月前

shaoxiongji / knowledge-graphs

A collection of research on knowledge graphs

knowledge-graph representation-learning relation-extraction reasoning 自然语言处理 ner commonsense cross-modal question-answering dialogue-systems information-retrieval survey Bukkit

JavaScript

1732

295

3 年前

salesforce / ALBEF

Code for ALBEF: a new vision-language pre-training method

vision-and-language representation-learning contrastive-learning

Python

1632

205

3 年前

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

Python

1417

271

2 年前

LirongWu / awesome-graph-self-supervised-learning

Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"

self-supervised-learning 机器学习 unsupervised-learning graph-neural-networks pre-training data-augmentation representation-learning transfer-learning 深度学习

1403

167

8 个月前

YuanGongND / ast

Code for the Interspeech 2021 paper "AST: Audio Spectrogram Transformer".

PyTorch audio-classification 深度学习 audio representation-learning

Jupyter Notebook

1266

231

2 年前

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 深度学习 transfer-learning

1266

127

7 个月前

DeepGraphLearning / graphvite

GraphVite: A General and High-performance Graph Embedding System

机器学习 network-embedding knowledge-graph 数据可视化 representation-learning CUDA gpu

C++

1250

154

10 个月前

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 神经网络 pretrained-models clip openai contrastive-learning representation-learning clustering image-search llava

Python

1120

3 个月前

SalesforceAIResearch / uni2ts

Unified Training of Universal Time Series Forecasting Transformers

深度学习 forecasting 机器学习 pre-trained-models pre-training representation-learning time-series time-series-forecasting transformers

Jupyter Notebook

1100

131

23 天前