Awesome-Federated-Machine-Learning
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Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
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A comprehensive resource for learning and understanding Federated Learning, including research papers, tutorials, and code examples.
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1,365 links in 30 sections, with live GitHub stats.activeno commit in 2y
Top Machine Learning Conferences / ICML
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EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning
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CodeTop Machine Learning Conferences / ICLR
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CodeTop Machine Learning Conferences / NeurIPS
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codeTop Computer Vision Conferences / CVPR
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codeTop Computer Vision Conferences / ECCV
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codeTop Computer Vision Conferences / ICCV
Top Artificial Intelligence and Data Mining Conferences / AAAI
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codeTop Artificial Intelligence and Data Mining Conferences / AISTATS
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codeTop Artificial Intelligence and Data Mining Conferences / KDD
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codePapers / 1. Model Aggregation
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CodePapers / 2. Personalization
CodePapers / 3. Recommender system
codePapers / 4. Security
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codePapers / 5. Survey
Papers / 7. Efficiency
codePapers / 8. Optimization
Papers / 9. Fairness
Papers / 10. Applications
codePapers / 11. Boosting
Papers / 12. Incentive mechanism
codePapers / 13. Unsupervised Learning
Papers / 14. Heterogeneity
CodePapers / 15. Client Selection
codePapers / 16. Graph Neural Networks
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codePapers / 18. Other Machine Learning Paradigm
Papers / 19. Computational Learning Theory
Google FL Workshops
Tutorials and Blogs
- What is Federated Learning
Nvidia 2019
- Online Federated Learning Comic
Google 2019
- Go Federated with OpenFL
Intel 2021
Open-Sources / Enterprise Grade
OpenFL
PaddleFL
secretflow
FEDnOpen-Sources / Research Purpose
Tensorflow-Federated
FedJAX
Flower
FLUTE
PySyft
LEAF
EasyFL
FedLab
Galaxy Federated LearningNothing in this list matches your filter.
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