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jindongwang/transferlearning

A comprehensive repository covering papers, codes, datasets, tutorials, and applications for transfer learning, domain adaptation, and more.

14.3K
Experimental
Python
Machine Learning
Python
#transfer-learning#domain-adaptation#domain-generalization

pliang279/awesome-multimodal-ml

A comprehensive reading list for research topics in multimodal machine learning.

6.8K
Archived
Computer Vision
Natural Language Processing
#multimodal-learning#reading-list#machine-learning

google-research/simclr

A self-supervised learning framework for computer vision tasks with a focus on contrastive learning.

4.5K
Archived
Jupyter Notebook
Computer Vision
Contrastive Learning
Jupyter Notebook
#computer-vision#contrastive-learning#representation-learning

s3prl/s3prl

A toolkit for self-supervised speech pre-training and representation learning.

2.5K
Experimental
Python
Speech Recognition
API Frameworks
Python
#speech-recognition#self-supervised-learning#representation-learning

sthalles/SimCLR

PyTorch implementation of SimCLR, a simple framework for contrastive learning of visual representations.

2.5K
Archived
Jupyter Notebook
Representation Learning
Computer Vision
PyTorch
#contrastive-loss#deep-learning#machine-learning

github/CodeSearchNet

CodeSearchNet provides datasets, tools, and benchmarks for representation learning of code, enabling AI-powered code discovery.

2.4K
Archived
Jupyter Notebook
Machine Learning on Source Code
Datasets
Jupyter Notebook
#machine-learning#nlp#data-science

microsoft/DeBERTa

A powerful BERT-based language model for natural language understanding and representation learning.

2.2K
Archived
Python
LLM Frameworks
API Frameworks
PyTorch
#bert#roberta#transformer-encoder

cambrian-mllm/cambrian

Cambrian-1 is a multimodal LLM with a vision-centric design for building AI-powered chatbots and applications.

2.0K
Stable
Python
LLM Frameworks
Computer Vision
Python
#chatbot#computer-vision#large-language-models

shaoxiongji/knowledge-graphs

A comprehensive collection of research on knowledge graphs, covering various applications and techniques.

1.8K
Archived
JavaScript
Knowledge Graph
Databases
JavaScript
#knowledge-graphs#natural-language-processing#information-retrieval

salesforce/ALBEF

A powerful vision-language pre-training method for tasks like image-text retrieval and captioning.

1.8K
Archived
Python
Computer Vision
Representation Learning
Python
#contrastive-learning#image-text#weakly-supervised-learning

wvangansbeke/Unsupervised-Classification

Unsupervised image classification library using contrastive learning and SCAN algorithm.

1.5K
Archived
Python
Computer Vision
Frontend Frameworks
PyTorch
#clustering#contrastive-learning#image-classification

LirongWu/awesome-graph-self-supervised-learning

A library for self-supervised learning on graphs, providing contrastive, generative, and predictive pretext tasks.

1.4K
Archived
Representation Learning
Graph Databases
#graph-neural-networks#self-supervised-learning#pre-training

SalesforceAIResearch/uni2ts

Unified Training of Universal Time Series Forecasting Transformers for accurate time series forecasting.

1.4K
Active
Jupyter Notebook
Transformers
Time Series
Jupyter Notebook
#deep-learning#forecasting#machine-learning

YuanGongND/ast

Audio Spectrogram Transformer (AST) for audio classification and representation learning tasks.

1.4K
Archived
Jupyter Notebook
Computer Vision
Speech & Audio
PyTorch
#audio-classification#speech-recognition#deep-learning

asheeshcric/awesome-contrastive-self-supervised-learning

A comprehensive list of contrastive self-supervised learning papers for machine learning researchers.

1.3K
Archived
Representation Learning
Tutorials & Courses
#machine-learning#deep-learning#transfer-learning

DeepGraphLearning/graphvite

A high-performance graph embedding system that supports CUDA and can be used for machine learning and knowledge graph applications.

1.3K
Archived
C++
ML Ops
Graph Databases
#graph-embedding#cuda#machine-learning

unum-cloud/UForm

Multimodal AI toolkit for fast content understanding and generation across text, images, and video

1.2K
Stable
Python
LLM Frameworks
Computer Vision
PyTorch
#multimodal-ai#cross-modal#semantic-search

PaddlePaddle/PaddleHelix

A bio-computing platform for large-scale representation learning and multi-task deep learning on molecular and biological data.

1.1K
Stable
Python
Machine Learning
Databases
Python
#biocomputing#representation-learning#deep-learning

LibCity/Bigscity-LibCity

An open-source toolkit for urban spatial-temporal data mining and traffic prediction tasks.

1.1K
Archived
Python
ML Ops
API Frameworks
PyTorch
#spatio-temporal-prediction#traffic-forecasting#traffic-prediction

OFA-Sys/ONE-PEACE

A general representation model for cross-modal learning across vision, audio, and language.

1.1K
Archived
Python
LLM Frameworks
Representation Learning
Python
#multimodal#contrastive-learning#foundation-models
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