Infer.NET: Difference between revisions
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| developer = [[Microsoft]],<br />[[.NET Foundation]] |
| developer = [[Microsoft]],<br />[[.NET Foundation]] |
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| released = {{Start date and age|2008}} |
| released = {{Start date and age|2008}} |
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| latest release version = v0.4. |
| latest release version = v0.4.2301.0301<ref>{{Cite web|url=https://github.com/dotnet/infer|title=dotnet/infer|website=GitHub|date=3 January 2023}}</ref> |
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| latest release date = {{Start date and age| |
| latest release date = {{Start date and age|2023|01|03}} |
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| repo = {{URL|https://github.com/dotnet/infer}} |
| repo = {{URL|https://github.com/dotnet/infer}} |
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| programming language = [[C Sharp (programming language)|C#]] |
| programming language = [[C Sharp (programming language)|C#]] |
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| website = {{URL|https://dotnet.github.io/infer/}} |
| website = {{URL|https://dotnet.github.io/infer/}} |
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'''Infer.NET''' is a [[free and open source]] [[.NET Framework|.NET]] software library for [[machine learning]].<ref>{{Cite web|url=https://mspoweruser.com/microsofts-popular-machine-learning-framework-infer-net-goes-open-source/|title=Microsoft's popular machine learning framework Infer.NET goes open source|date=8 October 2018 }}</ref> It supports running [[Bayesian inference]] in graphical models and can also be used for [[probabilistic programming]].<ref>{{cite web | |
'''Infer.NET''' is a [[free and open source]] [[.NET Framework|.NET]] software library for [[machine learning]].<ref>{{Cite web|url=https://mspoweruser.com/microsofts-popular-machine-learning-framework-infer-net-goes-open-source/|title=Microsoft's popular machine learning framework Infer.NET goes open source|date=8 October 2018 }}</ref> It supports running [[Bayesian inference]] in graphical models and can also be used for [[probabilistic programming]].<ref>{{cite web |last=Millman |first=Rene |title=Microsoft makes Infer.NET machine learning framework open-source |url=https://internetofbusiness.com/microsoft-infer-net-ai-code-open-source/ |website=Internet of Business |date=8 October 2018}}</ref> |
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==Overview== |
==Overview== |
Revision as of 13:55, 30 January 2023
Original author(s) | Microsoft Research |
---|---|
Developer(s) | Microsoft, .NET Foundation |
Initial release | 2008 |
Stable release | v0.4.2301.0301[1]
/ January 3, 2023 |
Repository | github |
Written in | C# |
Operating system | Microsoft Windows, macOS, Linux |
Platform | .NET Framework, .NET, 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.[3]
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.[4][5]
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.[5] 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.[6][7]
Infer.NET is used internally at Microsoft as the machine learning engine in some of their products such as Office, Azure, and Xbox.[8]
The source code is licensed under MIT License and available on GitHub.[9] It is also available as NuGet package.[10]
See also
References
- ^ "dotnet/infer". GitHub. 3 January 2023.
- ^ "Microsoft's popular machine learning framework Infer.NET goes open source". 8 October 2018.
- ^ Millman, Rene (8 October 2018). "Microsoft makes Infer.NET machine learning framework open-source". Internet of Business.
- ^ 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". 12 April 2013.
- ^ 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).
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ignored (help) - Winn, John; Minka, Tom (2009). "Probabilistic Programming with Infer.NET" (Document).
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ignored (help) - Winn, John; Simpson, Angela; Custovic, Adnan; Y. F. Tan, Vincent (2008). "Immune System Modeling with Infer.NET" (Document).
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