{"id":19005749,"url":"https://github.com/fedml-ai/fedml-doc","last_synced_at":"2026-06-23T17:31:05.382Z","repository":{"id":217597793,"uuid":"655663751","full_name":"FedML-AI/FedML-Doc","owner":"FedML-AI","description":null,"archived":false,"fork":false,"pushed_at":"2023-06-21T06:22:04.000Z","size":26586,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":4,"default_branch":"main","last_synced_at":"2024-05-23T08:23:38.205Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"JavaScript","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/FedML-AI.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2023-06-19T10:49:30.000Z","updated_at":"2023-06-20T01:34:35.000Z","dependencies_parsed_at":"2024-01-17T10:37:53.304Z","dependency_job_id":null,"html_url":"https://github.com/FedML-AI/FedML-Doc","commit_stats":null,"previous_names":["fedml-ai/fedml-doc"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FedML-AI%2FFedML-Doc","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FedML-AI%2FFedML-Doc/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FedML-AI%2FFedML-Doc/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/FedML-AI%2FFedML-Doc/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/FedML-AI","download_url":"https://codeload.github.com/FedML-AI/FedML-Doc/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":240027449,"owners_count":19736213,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-08T18:29:04.866Z","updated_at":"2026-04-21T20:30:18.262Z","avatar_url":"https://github.com/FedML-AI.png","language":"JavaScript","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Welcome to FedML\n\nThank you for visiting our site. This documentation provides you with everything you need to know about using the FedML platform.\n\n![](docs/.vuepress/public/image/mission.png)\n\n## Why FedML?\n\nFedML, Inc. (https://fedml.ai) enables people and/or organizations to have AI capability from data anywhere at any scale. FedML stands for **“Fundamental Ecosystem Development/Design for Machine Learning”** in a broad scope, and “Federated Machine Learning” in a specific scope. At its current stage, FedML is developing and maintaining a machine learning platform that enables **zero-code, lightweight, cross-platform, and provably secure federated learning and analytics**. It enables machine learning from decentralized data at various **users/silos/edge** nodes without requiring data centralization to the cloud, thus providing maximum privacy and efficiency. It consists of a lightweight and cross-platform Edge AI SDK that is deployable over edge GPUs, smartphones, and IoT devices. Furthermore, it also provides a user-friendly MLOps platform to simplify decentralized machine learning and real-world deployment. FedML supports vertical solutions across a broad range of industries (healthcare, finance, insurance, smart cities, IoT, etc.) and applications (computer vision, natural language processing, data mining, and time-series forecasting). Its core technology is backed by over 3 years of cutting-edge research by its co-founders.\n\n## Outline\n\nThis documentation is organized in the following sections:\n\n- **Overview**\n   - [Getting Started](docs/starter/getting_started.md)\n   - [Installation](docs/starter/installation.md)\n   - [Mission](docs/starter/mission.md)\n   - [Overview](docs/starter/overview.md)\n   - [Ecosystem](docs/starter/ecosystem.md)\n   - [Oss Code Architecture](docs/starter/oss_code_architecture.md)\n   - [Mlops Video](docs/starter/mlops_video.md)\n   - [FAQ](docs/starter/faq.md)\n- **FedML MLOps** - Landing FedML into Reality\n   - [Mlops Video](docs/starter/mlops_video.md)\n   - [User Guide](docs/mlops/user_guide.md)\n   - [Examples](docs/mlops/examples.md)\n   - [FAQ](docs/mlops/faq.md)\n   - [API](docs/mlops/api.md)\n- **FedML Parrot** - Simulating the Real World\n   - [User Guide](docs/simulation/user_guide.md)\n   - [Examples](docs/simulation/examples.md)\n   - [FAQ](docs/simulation/faq.md)\n   - [API](docs/simulation/api.md)\n- **FedML Octopus**  - Simple Connector for Data Silos\n   - [User Guide](docs/cross-silo/user_guide.md)\n   - [Examples](docs/cross-silo/examples.md)\n   - [FAQ](docs/cross-silo/faq.md)\n   - [API](docs/cross-silo/api.md)\n- **FedML BeeHive** - Collaborative Learning on Smartphones/IoTs\n   - [User Guide](docs/cross-device/user_guide.md)\n   - [Examples](docs/cross-device/examples.md)\n   - [FAQ](docs/cross-device/faq.md)\n   - [API](docs/cross-device/api.md)\n- **FedML Cheetah** - Speedy Training of Large Models\n   - [User Guide](docs/distributed/user_guide.md)\n- **FedML Benchmarks** Benchmarks for FedNLP, FedCV, FedGraphNN and FedIoT\n   - [Benchmark FedGrapHNN](docs/benchmark/fedgraphnn.md)\n- **Resources** \n   - [Papers](docs/resources/papers.md)\n   - [Video](docs/resources/video.md)\n   - [Community](docs/resources/community.md)\n\n- - -\n\n## Careers\nFedML is hiring researchers, engineers, product managers, and related interns.\nIf you are interested, Please apply at [https://fedml.ai/careers](https://fedml.ai/careers)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffedml-ai%2Ffedml-doc","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffedml-ai%2Ffedml-doc","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffedml-ai%2Ffedml-doc/lists"}