A curated list of curated lists of machine learning. Please feel free to Pull Requests, email Katsuya Ito (katsuya1ito@gmail.com)
- General Deep Learning
- awesome-datascience (by academic) 555 Links 119 Contributors
- awesome-deep-learning (by ChristosChristofidis) 521 Links 112 Contributors
- awesome-deep-learning-papers (by terryum) 292 Links 24 Contributors
- Machine-Learning-Tutorials (by ujjwalkarn) 557 Links 36 Contributors
- Awesome-Deep-Learning-Resources (by guillaume-chevalier) 115 Links 2 Contributors
- awesome-deeplearning-resources (by endymecy) 911 Links 10 Contributors
- awesome-artificial-intelligence (by owainlewis) 152 Links 47 Contributors
- Awesome-CoreML-Models (by likedan) 137 Link 6 Contributors
- Datasets
- awesome-public-datasets (by awesomedata) 760 Links 163 Contributors
- awesome-kaggle (by krishnakalyan3) 18 Links 1 Contributor
- Deep Learning Library
- awesome-tensorflow (by jtoy) 195 Links 85 Contributors
- Awesome-pytorch-list (by bharathgs) 724 Links 61 Contributors
- the-incredible-pytorch (by ritchieng) 375 Links 58 Contributors
- awesome-pytorch (by rickiepark) 86 Links 6 Contributors
- ML Courses
- awesome-ml-courses (by luspr) 47 Links 2 Contributors
- Computer Vision
- awesome-computer-vision (by jbhuang0604) 468 Links 22 Contributors
- awesome-deep-vision (by kjw0612) 258 Links 42 Contributors
- awesome-computer-vision-models (by nerox8664) 197 Links 1 Contributor
- Awesome-Computer-Vision (by haofanwang) 42 Links 1 Contributor
- AwesomeComputerVision (by zhengzhugithub) 7 Links 1 Contributor
- Object Detection
- deep_learning_object_detection (by hoya012) 311 Links 8 Contributors
- awesome-object-detection (by amusi) 347 Links 6 Contributors
- awesome-object-detection (by ankitshah009) 276 Links 1 Contributor
- Awesome-Object-Detections (by daicoolb) 108 Links 1 Contributor
- Image Classification
- awesome-image-classification (by weiaicunzai) 332 Links 2 Contributors
- Semantic Segmentation
- awesome-semantic-segmentation (by mrgloom) 487 Links 15 Contributors
- Amazing-Semantic-Segmentation 26 Links 1 Contributor
- awesome-semantic-segmentation-pytorch (by Tramac) 44 Links 3 Contributors
- really-awesome-semantic-segmentation (by nightrome) 13 Links 2 Contributors
- Pose Estimation
- awesome-human-pose-estimation (by cbsudux) 139 Links 5 Contributors
- awesome-hand-pose-estimation (by xinghaochen) 527 Links 8 Contributors
- Natural Language Processing
- awesome-nlp (by keon) 287 Links 110 Contributors
- awesome-nlp (by dparlevliet) 121 Links 2 Contributors
- awesome-korean-nlp (by insikk) 30 Links 13 Contributors
- Awesome-NLP-Resources (by Robofied) 43 Links 3 Contributors
- The Super Duper NLP Repo 233 Links
- Time series
- awesome-time-series (by cuge1995) 91 Links 3 Contributors
- awesome-time-series-analysis (by youngdou) 23 Links 1 Contributor
- Speech recognition / Music
- awesome-speech-recognition-speech-synthesis-papers (by zzw922cn) 194 Links 3
- awesome-deep-learning-music (by ybayle) 335 Links 4 Contributors Contributors
- awesome-speech-recognition-papers (by goldsmith) 89 Links 3 Contributors
- Recurrent Neural Networks
- awesome-rnn (by kjw0612) 280 Links 24 Contributors
- Reinforcement Learning
- awesome-rl (by aikorea) 224 Links 45 Contributors
- awesome-deep-reinforcement-learning (by jgvictores) 299 Links 2 Contributors
- awesome-deep-rl (by tigerneil) 68 Links 2 Contributors
- awesome-deep-rl (by kengz) 183 Links 2 Contributors
- Graph Neural Networks
- Awesome-Graph-Neural-Networks (by nnzhan) 157 Links 3 Contributors
- awesome-graph-networks (by tonysy) 14 Links 1 Contributor
- Ensemble
- awesome-ensemble-learning (by yzhao062) 62 Links 1 Contributor
- awesome-random-forest (by kjw0612) 106 Links 6 Contributors
- Unsupervised Learning / Semi-supervised Learning / Self-supervised Learning
- awesome-unsupervised-learning (by LongLong-Jing) 18 Links 1 Contributor
- awesome-semi-supervised-learning (by yassouali) 409 Links 8 Contributors
- awesome-self-supervised-learning (by jason718) 286 Links 40 Contributors
- Generative Adversarial Networks
- really-awesome-gan (by nightrome) 370 Links 13 Contributors
- awesome-gan (by zhaoxin94) 42 Links 1 Contributor
- awesome-GAN (by Faldict) 37 Links 2 Contributors
- awesome-GAN-papers (by ChanChiChoi) 1257 Links 1 Contributor
- gans-awesome-applications (by nashory) 129 Links 6 Contributors
- Variational Autoencoders
- Awesome-VAEs (by matthewvowels1) 801 Links 2 Contributors
- Causal Inference
- awesome-causality-algorithms (by rguo12) 175 Links 4 Contributors
- awesome-causal-inference (by imirzadeh) 10 Links 1 Contributor
- Optimization
- awesome-nonconvex-optimization (by cshjin) 67 Links 1 Contributor
- awesome-multi-objective-optimization (by AnjieCheng) 57 Links 1 Contributor
- awesome-optimization (by jkerfs) 12 Links 1 Contributor
- awesome-nn-optimization (by harsh306) 93 Links 1 Contributor
- Meta Learning
- Awesome-Meta-Learning (by sudharsan13296) 124 Links 2 Contributors
- awesome-meta-learning (by dragen1860) 79 Links 1 Contributor
- Domain Adaptation / Transfer Learning
- awesome-domain-adaptation (by zhaoxin94) 543 Links 18 Contributors
- awesome-transfer-learning (by artix41) 141 Links 16 Contributors
- Awesome-Domain-Adaptation (by jarvisWang0903) 49 Links 2 Contributors
- Anomaly Detection
- awesome-anomaly-detection (by hoya012) 104 Links 11 Contributors
- awesome-anomaly-detection (by zhuyiche) 45 Links 1 Contributor
- awesome-TS-anomaly-detection (by rob-med) 34 Links 4 Contributors
- anomaly-detection-resources (by yzhao062) 148 Links 2 Contributors
- Noisy Label
- Awesome-Learning-with-Label-Noise (by subeeshvasu) 272 Links 8 Contributors
- Awesome-Learning-with-Label-Noise (by 2021rahul) 147 Links 6 Contributors
- Data augmentation
- awesome-data-augmentation (by CrazyVertigo) 37 Links 1 Contributor
- Adversarial examples / learnig
- awesome-adversarial-machine-learning (by yenchenlin) 50 Links 2 Contributors
- awesome-adversarial-examples-dl (by chbrian) 90 Links 2 Contributors
- SLAM
- awesome-slam (by kanster) 69 Links 3 Contributors
- Awesome-SLAM (by YoujieXia) 51 Links 1 Contributor
- awesome-slam-datasets (by youngguncho) 279 Links 6 Contributors