{"id":13705042,"url":"https://github.com/Microsoft/ELL","last_synced_at":"2025-05-05T12:32:55.742Z","repository":{"id":45869958,"uuid":"69389961","full_name":"microsoft/ELL","owner":"microsoft","description":"Embedded Learning Library","archived":true,"fork":false,"pushed_at":"2024-06-01T16:49:37.000Z","size":33415,"stargazers_count":2285,"open_issues_count":33,"forks_count":295,"subscribers_count":161,"default_branch":"master","last_synced_at":"2024-11-13T05:36:10.925Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://microsoft.github.io/ELL","language":"C++","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/microsoft.png","metadata":{"files":{"readme":"README.md","changelog":"History.md","contributing":null,"funding":null,"license":"LICENSE.txt","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2016-09-27T19:12:29.000Z","updated_at":"2024-10-27T17:11:29.000Z","dependencies_parsed_at":"2024-06-19T03:00:36.792Z","dependency_job_id":null,"html_url":"https://github.com/microsoft/ELL","commit_stats":null,"previous_names":[],"tags_count":35,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/microsoft%2FELL","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/microsoft%2FELL/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/microsoft%2FELL/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/microsoft%2FELL/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/microsoft","download_url":"https://codeload.github.com/microsoft/ELL/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224448838,"owners_count":17313127,"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":"2024-08-02T22:00:30.584Z","updated_at":"2024-11-13T12:31:17.920Z","avatar_url":"https://github.com/microsoft.png","language":"C++","readme":"# Embedded Learning Library\nThe Embedded Learning Library (ELL) allows you to design and deploy intelligent machine-learned models onto resource constrained platforms and small single-board computers, like Raspberry Pi, Arduino, and micro:bit. The deployed models run locally, without requiring a network connection and without relying on servers in the cloud. ELL is an early preview of the embedded AI and machine learning technologies developed at Microsoft Research.\n\nGo to our [website](https://microsoft.github.io/ELL) for tutorials, instructions, and a gallery of pretrained ELL models for use in your projects.\n\nELL is a work in progress, and we expect it to change rapidly, including breaking API changes. Despite this code churn, we welcome you to try it and give us feedback.\n\n## License\nSee [LICENSE.txt](LICENSE.txt).\n\n## Code of conduct\nThis project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). For more information on this code of conduct, see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments.\n\n## Build and Installation Instructions\n\n[![Build Status](https://travis-ci.org/Microsoft/ELL.svg?branch=master)](https://travis-ci.org/Microsoft/ELL)\n\n* [Windows](INSTALL-Windows.md)\n* [Ubuntu Linux](INSTALL-Ubuntu.md)\n* [Mac OS X](INSTALL-Mac.md)\n\n## Technical Documentation\n\n* [Design overview of `data` library](./libraries/data/doc/README.md)\n* [Design overview of `math` library](./libraries/math/doc/README.md)\n* [Design overview of `model` and `nodes` libraries](./libraries/model/doc/README.md)\n* [Definition of the generalized sparse data format](./libraries/data/doc/GeneralizedSparseFormat.md)\n* [Description of the training algorithms implemented in `trainers`](./libraries/trainers/doc/README.md)\n* [Style Guide for ELL source code](./StyleGuide.md)\n\n","funding_links":[],"categories":["Machine Learning \u0026 AI on MCU","Inference Engines","Frameworks \u0026 Acceleration Library","Uncategorized","微控制器 MCU 端","AI","Libraries"],"sub_categories":["USB","Embedded Learning Library","Uncategorized","Awesome-Embedded Repository","Tutorial","Inference Framework"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FMicrosoft%2FELL","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FMicrosoft%2FELL","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FMicrosoft%2FELL/lists"}