Infer.NET: Difference between revisions
infobox: rm redirect and disambiguate generic term |
|||
Line 14: | Line 14: | ||
| programming language = [[C Sharp (programming language)|C#]] |
| programming language = [[C Sharp (programming language)|C#]] |
||
| platform = [[.NET Framework]], [[.NET Core]], [[Mono (software)|Mono]] |
| platform = [[.NET Framework]], [[.NET Core]], [[Mono (software)|Mono]] |
||
| operating system = [[Microsoft |
| operating system = [[Microsoft Windows]], [[macOS]], [[Linux]] |
||
| genre = [[Machine learning]] [[software library]] |
| genre = [[Machine learning]] [[software library]] |
||
| license = [[MIT License]] |
| license = [[MIT License]] |
Revision as of 06:11, 2 June 2021
Original author(s) | Microsoft Research |
---|---|
Developer(s) | Microsoft, .NET Foundation |
Initial release | 2008 |
Stable release | v0.3.1912.0403[1]
/ December 4, 2019 |
Repository | github |
Written in | C# |
Operating system | Microsoft Windows, macOS, Linux |
Platform | .NET Framework, .NET Core, Mono |
Type | Machine learning software library |
License | MIT License |
Website | dotnet |
Infer.NET is a free and open source .NET software library for machine learning.[2] It supports running Bayesian inference in graphical models and can also be used for probabilistic programming.
Overview
Infer.NET follows a model-based approach and is used to solve different kinds of machine learning problems including standard problems like classification, recommendation or clustering, customized solutions and domain-specific problems. The framework is used in various different domains such as bioinformatics, epidemiology, computer vision, and information retrieval.[3][4]
Development of the framework was started by a team at Microsoft’s research centre in Cambridge, UK in 2004. It was first released for academic use in 2008 and later open sourced in 2018.[4] In 2013, Microsoft was awarded the USPTO’s Patents for Humanity Award in Information Technology category for Infer.NET and the work in advanced machine learning techniques.[5][6]
Infer.NET is used internally at Microsoft as the machine learning engine in some of their products such as Office, Azure, and Xbox.[7]
The source code is licensed under MIT License and available on GitHub.[8] It is also available as NuGet package.[9]
See also
References
- ^ "dotnet/infer". GitHub.
- ^ "Microsoft's popular machine learning framework Infer.NET goes open source".
- ^ Bandyopadhyay, Avimanyu. "Microsoft Open Sources Infer.NET AI Framework [For Humanity]".
- ^ a b Speed, Richard. "Microsoft open-sources Infer.NET AI code just in time for the weekend". www.theregister.com.
- ^ "2013 Award Recipients". www.uspto.gov.
- ^ "Microsoft Wins "Patents for Humanity" Award For Infer.NET From USPTO".
- ^ Krill, Paul (October 9, 2018). "Microsoft open-sources Infer.Net model-based machine learning". InfoWorld.
- ^ "dotnet/infer". November 3, 2020 – via GitHub.
- ^ "Infer.Net 2.4.0". www.nuget.org.
Further reading
- Knowles, D.; Parts, L.; Glass, D.; Winn, John (2010). "Modeling skin and ageing phenotypes using latent variable models in Infer.NET" (Document).
{{cite document}}
: Cite document requires|publisher=
(help); Unknown parameter|url=
ignored (help) - Winn, John; Minka, Tom (2009). "Probabilistic Programming with Infer.NET" (Document).
{{cite document}}
: Cite document requires|publisher=
(help); Unknown parameter|url=
ignored (help) - Winn, John; Simpson, Angela; Custovic, Adnan; Y. F. Tan, Vincent (2008). "Immune System Modeling with Infer.NET" (Document).
{{cite document}}
: Cite document requires|publisher=
(help); Unknown parameter|url=
ignored (help)