lokinko/Federated-Learning resource

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

1149 stars · 201 forks observed · 2026-08-28

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

A curated collection of federated learning resources, including introductory materials, survey papers, and research articles on privacy-preserving distributed machine learning. It serves primarily as a reading list rather than runnable software.

Use cases

• learn federated learning from scratch
• find survey papers on federated learning
• research privacy-preserving distributed machine learning
• find papers on federated learning for IoT and edge computing
• get started with decentralized model training
• study federated learning security threats and personalization techniques

When to choose

• you want a curated reading list of federated learning papers and tutorials
• you are researching the state of the art in privacy-preserving distributed ML
• you need references for a paper or course on federated learning

When to avoid

• you need a working federated learning framework to run experiments
• you want production-ready code with active maintenance
• you need a library with APIs rather than a paper collection

Facets

learning-resource · maturity maintenance

machine-learning deep-learning machine-learning privacy tutorials awesome-lists cross-platform federated-learning paper-collection privacy-preserving-ml curated-list distributed-training

Member repositories

For agents

markdown · JSON · MCP: product_card(name="lokinko/Federated-Learning")