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awesome-machine-learning-resources
😎 A curated list of awesome lists across all machine learning topics. | 机器学习/深度学习/人工智能一切主题 (学习范式/任务/应用/模型/道德/交叉学科/数据集/框架/教程) 的资源列表汇总。
https://github.com/ZhiningLiu1998/awesome-machine-learning-resources
Last synced: 4 days ago
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Contributors ✨
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Table of Contents
- **[List
- **[List - Bioinformatics?style=social)
- **[List, Library - machine-learning?style=social)
- **[List - deep-learning?style=social)
- **[List - deep-learning-papers?style=social)
- **[List - ai-in-finance?style=social)
- **[Datasets - public-datasets?style=social)
- **[List - Learning?style=social)
- **[List, Practice - image-models?style=social)
- **[List - computer-vision?style=social)
- **[List - deep-vision?style=social)
- **[List - qa?style=social)
- **[List - information-retrieval?style=social)
- **[Library - learn/scikit-learn?style=social)
- **[List - Literature-ML-DL-RL-AI?style=social)
- **[List - semi-supervised-learning?style=social)
- **[List - self-supervised-learning?style=social)
- **[List - sungman/Awesome-Self-Supervised-Papers?style=social)
- **[List - graph-self-supervised-learning?style=social)
- **[List - self-supervised-gnn?style=social)
- **[Library - mmlab/mmselfsup?style=social)
- **[Library
- **[Library - research/albert?style=social)
- **[List
- **[List - contrastive-self-supervised-learning?style=social)
- **[List - duibai/Contrastive-Learning-Papers-Codes?style=social)
- **[Library
- **[List - embedding-models?style=social)
- **[List - representation-learning?style=social)
- **[List - implicit-representations?style=social)
- **[List - 2vec?style=social)
- **[List - VAEs?style=social)
- **[List - visual-representation-learning-with-transformers?style=social)
- **[List - graph-representation-learning?style=social)
- **[List - network-embedding?style=social)
- **[List
- **[List - representation-papers?style=social)
- **[List - Learning-on-Heterogeneous-Graph?style=social)
- **[Library - metric-learning?style=social)
- **[Library - learn-contrib/metric-learn?style=social)
- **[Code Collection - Metric-Learning-Baselines?style=social)
- **[List - rl?style=social)
- **[List - deeplearning-resources?style=social)
- **[List - deep-rl?style=social)
- **[List - reinforcement-learning-zh?style=social)
- **[List - kaso/awesome-offline-rl?style=social)
- **[List - real-world-rl?style=social)
- **[List - game-ai?style=social)
- **[List - rl-competitions?style=social)
- **[List - robotics?style=social)
- **[List - rl-nlp?style=social)
- **[List - rl-for-cybersecurity?style=social)
- **[Library
- **[Library
- **[Library - berkeley/rlkit?style=social)
- **[Library
- **[Library
- **[Library
- **[Tutorial - learning-an-introduction?style=social)
- **[Code Collection - learning?style=social)
- **[Tutorial - learning-with-tensorflow?style=social)
- **[Code Collection - learning?style=social)
- **[List
- **[List - transfer-learning?style=social)
- **[List - domain-adaptation?style=social)
- **[List - generalization?style=social)
- **[Library - Learning-Library?style=social)
- **[Code Collection - transfer-learning?style=social)
- **[Tutorial - on-transfer-learning-with-python?style=social)
- **[Code Collection - meta?style=social)
- **[List - Learning-Papers?style=social)
- **[List - Meta-Learning?style=social)
- **[List - meta-learning?style=social)
- **[Library
- **[Tutorial - On-Meta-Learning-With-Python?style=social)
- **[List - multi-task-learning?style=social)
- **[List - Multi-Task-Learning?style=social)
- **[Code Collection - Task-Learning-PyTorch?style=social)
- **[List - imbalanced-learning?style=social)
- **[List - LongTailed-Learning?style=social)
- **[List - zwzhang/Awesome-of-Long-Tailed-Recognition?style=social)
- **[List - list-on-Imbalanced-Time-series-Classification-with-Deep-Learning?style=social)
- **[Library - learn-contrib/imbalanced-learn?style=social)
- **[Library - ensemble?style=social)
- **[List - JM/awesome-papers-fewshot?style=social)
- **[List - Shot-Semantic-Segmentation-Papers?style=social)
- **[List - Few-Shot-Image-Generation?style=social)
- **[Code Collection - shot?style=social)
- **[List - adversarial-machine-learning?style=social)
- **[List - adversarial-examples-dl?style=social)
- **[List
- **[List - graph/graph-adversarial-learning-literature?style=social)
- **[Library - AI/adversarial-robustness-toolbox?style=social)
- **[Library - Playground?style=social)
- **[List - Learning-with-Label-Noise?style=social)
- **[List - of-Robust-ML?style=social)
- **[Library - gym/robustness-gym?style=social)
- **[Library
- **[List - active-learning?style=social)
- **[List - active-learning?style=social)
- **[List - shin/awesome-active-learning?style=social)
- **[Library - python/modAL?style=social)
- **[Library
- **[Library
- **[Code Collection - active-learning?style=social)
- **[Code Collection - learning?style=social)
- **[List - Incremental-Learning?style=social)
- **[List
- **[List - lifelong-continual-learning?style=social)
- **[List - learning-papers?style=social)
- **[List - Learning-Paper-List?style=social)
- **[Code Collection - learning?style=social)
- **[Code Collection
- **[Code Collection - RIPL/Continual-Learning-Benchmark?style=social)
- **[List - ensemble-learning?style=social)
- **[List - gradient-boosting-papers?style=social)
- **[List - random-forest?style=social)
- **[Library
- **[Library
- **[Library
- **[Library
- **[Library
- **[List - automl-papers?style=social)
- **[List - X-Y/Awesome-AutoDL?style=social)
- **[List - AutoML?style=social)
- **[List - nas-papers?style=social)
- **[List - architecture-search?style=social)
- **[List - yuan/awesome-AutoML-and-Lightweight-Models?style=social)
- **[Library
- **[Library
- **[Library - ai/ludwig?style=social)
- **[Library - team/autokeras?style=social)
- **[Library
- **[Library
- **[Library
- **[List - Federated-Learning?style=social)
- **[List - federated-learning?style=social)
- **[List - federated-learning?style=social)
- **[List - learning?style=social)
- **[List - Learning?style=social)
- **[List - semwal/awesome-federated-computing?style=social)
- **[List - Federated-Learning-on-Graph-and-GNN-papers?style=social)
- **[Library
- **[Code - Learning-PyTorch?style=social)
- **[Library
- **[List - detection-resources?style=social)
- **[List - anomaly-detection?style=social)
- **[List - anomaly-detection?style=social)
- **[List - med/awesome-TS-anomaly-detection?style=social)
- **[List - fraud-detection-papers?style=social)
- **[List - video-anomaly-detection?style=social)
- **[List - log-analysis?style=social)
- **[Library
- **[Code - Time-series-Anomaly-Detection?style=social)
- **[Library (R)
- **[Library
- **[List
- **[List - community-detection?style=social)
- **[List - multi-view-clustering?style=social)
- **[List - Deep-Graph-Clustering?style=social)
- **[Library
- **[Library - learn-contrib/hdbscan?style=social)
- **[Code Collection - series-classification-and-clustering?style=social)
- **[List - feature-engineering?style=social)
- **[Library
- **[Library - selector?style=social)
- **[Library - feature?style=social)
- **[Tutorial
- **[Tutorial - Zhang/feature-engineering-and-feature-selection?style=social)
- **[Tutorial - Selection-for-Machine-Learning?style=social)
- **[List - liang/Awesome-Visual-Transformer?style=social)
- **[List - Face_Recognition?style=social)
- **[List - neural-rendering?style=social)
- **[List - image-translation?style=social)
- **[List - Learning-for-Tracking-and-Detection?style=social)
- **[List - Deep-Learning-for-Video-Analysis?style=social)
- **[List - Deblurring?style=social)
- **[List - Machine-Learning?style=social)
- **[List - Reconstruction-with-Deep-Learning-Methods?style=social)
- **[List
- **[List - image-classification?style=social)
- **[List - object-detection?style=social)
- **[List - face?style=social)
- **[List - human-pose-estimation?style=social)
- **[List - Video-Generation?style=social)
- **[List - nlp?style=social)
- **[List - progress?style=social)
- **[List
- **[List, Tutorial - LOVE/ML-NLP?style=social)
- **[List - Chinese-NLP?style=social)
- **[List - bert?style=social)
- **[List - MT/MT-Reading-List?style=social)
- **[List
- **[List
- **[List
- **[List
- **[List
- **[List - fairness-papers?style=social)
- **[List - financial-nlp?style=social)
- **[List
- **[List, Practice
- **[List - Papers?style=social)
- **[List
- **[List
- **[Tutorial - tutorial?style=social)
- **[Datasets - datasets?style=social)
- **[List - multimodal-ml?style=social)
- **[List - Holmes/Awesome-Multimodal-Research?style=social)
- **[List - video-text-retrieval?style=social)
- **[List - document-understanding?style=social)
- **[List - Cross-Modal-Video-Moment-Retrieval?style=social)
- **[List - based-deep-learning-literature?style=social)
- **[List
- **[List
- **[Benchmark - traff-graph?style=social)
- **[List - graph-classification?style=social)
- **[List - explainable-graph-reasoning?style=social)
- **[List
- **[List
- **[List - fib-lab/GNN-Recommender-Systems?style=social)
- **[List - GNN-Recommendation?style=social)
- **[List - gnns-on-large-scale-graphs?style=social)
- **[List - graph?style=social)
- **[List - graphs?style=social)
- **[Tutorial - knowledge-graph?style=social)
- **[List - knowledge-graph?style=social)
- **[List - graph-learning?style=social)
- **[List - KEG/Knowledge_Graph_Reasoning_Papers?style=social)
- **[List - Knowledge-Graph?style=social)
- **[List - time-series?style=social)
- **[List - lab/Awesome-time-series?style=social)
- **[List - Series-Papers?style=social)
- **[List - learning-time-series?style=social)
- **[List - Deep-Learning-Based-Time-Series-Forecasting?style=social)
- **[List - time-series-analysis?style=social)
- **[List, Practice
- **[Datasets - time-series-database?style=social)
- **[Library
- **[List - RSPapers?style=social)
- **[List - kim/awesome-RecSys?style=social)
- **[List - recommender-systems?style=social)
- **[List - Deep-Learning-Papers-for-Search-Recommendation-Advertising?style=social)
- **[List - monte-carlo-tree-search-papers?style=social)
- **[List - related-papers?style=social)
- **[List - trained-Models?style=social)
- **[List, Model - pretrained-chinese-nlp-models?style=social)
- **[List - cuhk/awesome-vision-language-pretraining-papers?style=social)
- **[List - in-Vision?style=social)
- **[List - in-Computer-Vision?style=social)
- **[List, Model - pretrained-model?style=social)
- **[List, Model - models.pytorch?style=social)
- **[Library
- **[List - Ma/awesome-pretrained-models-for-information-retrieval?style=social)
- **[Benchmark - benchmarks?style=social)
- **[Benchmark - benchmarks?style=social)
- **[List - rnn?style=social)
- **[List - based-nn?style=social)
- **[List - gcn?style=social)
- **[List - read-papers-and-continuous-tracking-on-Graph-Neural-Network-GNN-progress?style=social)
- **[List
- **[Tutorial - algorithms?style=social)
- **[List - awesome-gan?style=social)
- **[List - generative-modeling?style=social)
- **[List - gan-zoo?style=social)
- **[List
- **Awesome GAN Applications** - awesome-applications?style=social)
- **[List - gan-for-medical-imaging?style=social)
- **[List - gan-inversion?style=social)
- **[List - GANs?style=social)
- **[Tutorial
- **[Tutorial
- **[Code Collection - VAE?style=social)
- **[List - decision-tree-papers?style=social)
- **[List - ntu/Awesome-explainable-AI?style=social)
- **[List - resources?style=social)
- **[List
- **[List - explainable-ai?style=social)
- **[Tutorial - ml-book?style=social)
- **[Tutorial
- **[List
- **[List - fairness-in-ai?style=social)
- **[Tutorial
- **[Library - fairness-gym?style=social)
- **[List
- **[List - Learning-Ethics-References?style=social)
- **[List - Privacy?style=social)
- **[Tutorial - system-design-pattern?style=social)
- **[Note - Notes?style=social)
- **[Note - SysML?style=social)
- **[List - reading-list?style=social)
- **[Tutorial - into-ml-system?style=social)
- **[List - Systems?style=social)
- **[List - paper-list?style=social)
- **[List - d/awesome-machine-learning-on-source-code?style=social)
- **[List - ml-for-cybersecurity?style=social)
- **[List - Learning-for-Cyber-Security?style=social)
- **[List
- **[List - quantum-ml?style=social)
- **[List
- **[List - medical-imaging?style=social)
- **[List - andrews7/awesome-bioinformatics-benchmarks?style=social)
- **[Tutorial
- **[Code Collection
- **[List - biology?style=social)
- **[List - python-chemistry?style=social)
- **[List - deepbio?style=social)
- **[Library
- **[List, Practice - machine-learning?style=social)
- **Machine Learning For Finance** - Learning-For-Finance?style=social)
- **Machine Learning for Finance** - Learning-for-Finance?style=social)
- **[List, Practice - machine-learning?style=social)
- **[List, Practice - Legal-Institute/Legal-Text-Analytics?style=social)
- **[Datasets - dataset-tools?style=social)
- **[Datasets - lab/awesome-robotics-datasets?style=social)
- **[List, Library - production-machine-learning?style=social)
- **[Library
- **[List - Fair-Graph-Learning?style=social)
- **[Tutorial
- **[Datasets - Cybersecurity-Datasets?style=social)
- **[Library
- **[List - bert-nlp?style=social)
- **[Library
- **[List - multi-task-learning?style=social)
- **[Library
- **[List - modal_Retrieval_Tutorial?style=social)
- **[List - Ma/awesome-pretrained-models-for-information-retrieval?style=social)
- **[List - gan-inversion?style=social)
- **[List, Model - sentence-embedding?style=social)
- **[List
- **[List, Practice - bigdata?style=social)
- **[List - System-for-Machine-Learning?style=social)
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Keywords
machine-learning
97
deep-learning
77
awesome-list
43
awesome
29
python
27
computer-vision
23
pytorch
22
data-science
21
nlp
19
data-mining
18
papers
17
reinforcement-learning
17
natural-language-processing
16
tensorflow
13
paper
13
automl
12
neural-network
10
graph-neural-networks
10
time-series
10
unsupervised-learning
10
representation-learning
10
transfer-learning
10
meta-learning
9
few-shot-learning
9
neural-architecture-search
9
self-supervised-learning
8
scikit-learn
8
bert
8
knowledge-graph
8
federated-learning
8
ai
8
interpretability
8
artificial-intelligence
8
anomaly-detection
7
ensemble-learning
7
gradient-boosting
6
fairness
6
automated-machine-learning
6
active-learning
6
hyperparameter-optimization
6
paper-list
6
graph
6
deep-neural-networks
6
graph-representation-learning
6
continual-learning
5
privacy
5
domain-adaptation
5
keras
5
object-detection
5
neural-networks
5