innovation-cat/Awesome-Federated-Machine-Learning resource

Health v2 · maintenance only

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Adoption not part of the score

2091 stars · 282 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of federated learning resources including research papers, books, code, tutorials, and videos. It tracks FL advancements across top ML, CV, and data mining conferences.

Use cases

• find federated learning research papers
• learn about privacy-preserving machine learning
• find open-source federated learning frameworks
• get tutorials and videos on federated learning
• track FL papers from NeurIPS ICML ICLR
• research differential privacy in distributed training

When to choose

• you need a starting point to survey the federated learning field
• you want curated links to papers, books, and tutorials on FL
• you are researching privacy-preserving distributed ML

When to avoid

• you need a runnable federated learning framework rather than a resource list
• you need maintained software with a license and releases

Facets

learning-resource · maturity active

machine-learning documentation developer-tools machine-learning privacy tutorials awesome-lists microservices cross-platform awesome-list federated-learning privacy-preserving-ml research-papers curated-list

Member repositories

For agents

markdown · JSON · MCP: product_card(name="innovation-cat/Awesome-Federated-Machine-Learning")