NuGet Gallery | Microsoft.ML 5.0.0 Skip To Content Toggle navigation Packages Upload Statistics Documentation Downloads Blog Sign in  Microsoft.ML 5.0.0 Prefix Reserved .NET Standard 2.0 This package targets .NET Standard 2.0. The package is compatible with this framework or higher. There is a newer prerelease version of this package available. See the version list below for details. .NET CLI PMC PackageReference CPM Paket CLI Script & Interactive File-Based Apps Cake dotnet add package Microsoft.ML --version 5.0.0 Copy NuGet\Install-Package Microsoft.ML -Version 5.0.0 Copy This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package. <PackageReference Include="Microsoft.ML" Version="5.0.0" /> Copy For projects that support PackageReference, copy this XML node into the project file to reference the package. <PackageVersion Include="Microsoft.ML" Version="5.0.0" /> Directory.Packages.props Copy <PackageReference Include="Microsoft.ML" /> Project file Copy For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package. paket add Microsoft.ML --version 5.0.0 Copy The NuGet Team does not provide support for this client. Please contact its maintainers for support. #r "nuget: Microsoft.ML, 5.0.0" Copy #r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package. #:package [email protected] Copy #:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package. #addin nuget:?package=Microsoft.ML&version=5.0.0 Install as a Cake Addin Copy #tool nuget:?package=Microsoft.ML&version=5.0.0 Install as a Cake Tool Copy The NuGet Team does not provide support for this client. Please contact its maintainers for support. README Frameworks Dependencies Used By Versions Release Notes About ML.NET is a cross-platform open-source machine learning framework which makes machine learning accessible to .NET developers. For more information, see the ML.NET documentation. Key Features Classification/Categorization - Automatically divide customer feedback into positive and negative categories Regression/Predict continuous values - Predict the price of houses based on size and location Anomaly Detection - Detect fraudulent banking transactions Recommendations - Suggest products that online shoppers may want to buy, based on their previous purchases Time series/sequential data - Forecast the weather/product sales Image classification - Categorize pathologies in medical images Text classification - Categorize documents based on their content. Sentence similarity - Measure how similar two sentences are. How to Use See Machine Learning Samples for an assortment of samples that show how to get started using ML.NET. Main Types Some of the types provided by this library are: Microsoft.ML.MLContext Microsoft.ML.ITransformer Microsoft.ML.IEstimator<TTransformer> Additional Documentation Conceptual documentation API documentation Related Packages Core data abstraction: Microsoft.ML.DataView LightGBM Model Support: Microsoft.ML.LightGbm Fast Tree: Microsoft.ML.FastTree Image analytics: Microsoft.ML.ImageAnalytics Recommender: Microsoft.ML.Recommender Time series: Microsoft.ML.TimeSeries Automatic model selection / tuning: Microsoft.ML.AutoML Exporting Onnx Models: Microsoft.ML.OnnxConverter Loading Onnx models: Microsoft.ML.OnnxTransformer Text tokenizers: Microsoft.ML.Tokenizers Feedback & Contributing Microsoft.ML is released as open source under the MIT license. Bug reports and contributions are welcome at the GitHub repository. Product Versions Compatible and additional computed target framework versions. .NET net5.0 net5.0 was computed. net5.0-windows net5.0-windows was computed. net6.0 net6.0 was computed. net6.0-android net6.0-android was computed. net6.0-ios net6.0-ios was computed. net6.0-maccatalyst net6.0-maccatalyst was computed. net6.0-macos net6.0-macos was computed. net6.0-tvos net6.0-tvos was computed. net6.0-windows net6.0-windows was computed. net7.0 net7.0 was computed. net7.0-android net7.0-android was computed. net7.0-ios net7.0-ios was computed. net7.0-maccatalyst net7.0-maccatalyst was computed. net7.0-macos net7.0-macos was computed. net7.0-tvos net7.0-tvos was computed. net7.0-windows net7.0-windows was computed. net8.0 net8.0 was computed. net8.0-android net8.0-android was computed. net8.0-browser net8.0-browser was computed. net8.0-ios net8.0-ios was computed. net8.0-maccatalyst net8.0-maccatalyst was computed. net8.0-macos net8.0-macos was computed. net8.0-tvos net8.0-tvos was computed. net8.0-windows net8.0-windows was computed. net9.0 net9.0 was computed. net9.0-android net9.0-android was computed. net9.0-browser net9.0-browser was computed. net9.0-ios net9.0-ios was computed. net9.0-maccatalyst net9.0-maccatalyst was computed. net9.0-macos net9.0-macos was computed. net9.0-tvos net9.0-tvos was computed. net9.0-windows net9.0-windows was computed. net10.0 net10.0 was computed. net10.0-android net10.0-android was computed. net10.0-browser net10.0-browser was computed. net10.0-ios net10.0-ios was computed. net10.0-maccatalyst net10.0-maccatalyst was computed. net10.0-macos net10.0-macos was computed. net10.0-tvos net10.0-tvos was computed. net10.0-windows net10.0-windows was computed. .NET Core netcoreapp2.0 netcoreapp2.0 was computed. netcoreapp2.1 netcoreapp2.1 was computed. netcoreapp2.2 netcoreapp2.2 was computed. netcoreapp3.0 netcoreapp3.0 was computed. netcoreapp3.1 netcoreapp3.1 was computed. .NET Standard netstandard2.0 netstandard2.0 is compatible. netstandard2.1 netstandard2.1 was computed. .NET Framework net461 net461 was computed. net462 net462 was computed. net463 net463 was computed. net47 net47 was computed. net471 net471 was computed. net472 net472 was computed. net48 net48 was computed. net481 net481 was computed. MonoAndroid monoandroid monoandroid was computed. MonoMac monomac monomac was computed. MonoTouch monotouch monotouch was computed. Tizen tizen40 tizen40 was computed. tizen60 tizen60 was computed. Xamarin.iOS xamarinios xamarinios was computed. Xamarin.Mac xamarinmac xamarinmac was computed. Xamarin.TVOS xamarintvos xamarintvos was computed. Xamarin.WatchOS xamarinwatchos xamarinwatchos was computed. Compatible target framework(s) Included target framework(s) (in package) Learn more about Target Frameworks and .NET Standard. .NETStandard 2.0 Microsoft.Bcl.AsyncInterfaces (>= 9.0.4) Microsoft.ML.CpuMath (>= 5.0.0) Microsoft.ML.DataView (>= 5.0.0) Newtonsoft.Json (>= 13.0.3) System.Buffers (>= 4.6.1) System.CodeDom (>= 9.0.4) System.Collections.Immutable (>= 9.0.4) System.Memory (>= 4.6.3) System.Numerics.Tensors (>= 9.0.4) System.Reflection.Emit.Lightweight (>= 4.7.0) System.Runtime.CompilerServices.Unsafe (>= 6.1.2) System.Threading.Channels (>= 9.0.4) NuGet packages (189) Showing the top 5 NuGet packages that depend on Microsoft.ML: Package Downloads Microsoft.ML.LightGbm ML.NET component for LightGBM 6.3M Microsoft.ML.FastTree ML.NET component for FastTree 5.2M Microsoft.ML.TimeSeries Microsoft.ML.TimeSeries contains ML.NET Time Series prediction algorithms. Uses Intel Mkl. 2.8M Microsoft.ML.ImageAnalytics ML.NET component for Image support 2.4M Catalyst Catalyst is a Natural Language Processing library built from scratch for speed. Inspired by spaCy's design, it brings pre-trained models, out-of-the box support for training word and document embeddings, and flexible entity recognition models. You can install language-specific models with the model packages Catalyst.Models.[Language], like: Catalyst.Models.English. 2.4M GitHub repositories (44) Showing the top 20 popular GitHub repositories that depend on Microsoft.ML: Repository Stars ramjke/Translumo Advanced real-time screen translator for games, hardcoded subtitles in videos, static text and etc. 5.6K dotnet/samples Sample code referenced by the .NET documentation 3.7K dotnet/spark .NET for Apache Spark™ makes Apache Spark™ easily accessible to .NET developers. 2.1K dotnet/corefxlab This repo is for experimentation and exploring new ideas that may or may not make it into the main corefx repo. 1.5K LionelJouin/PiP-Tool PiP tool is a software to use the Picture in Picture mode on Windows. This feature allows you to watch content (video for example) in thumbnail format on the screen while continuing to use any other software on Windows. 1.0K CodeMazeBlog/CodeMazeGuides The main repository for all the Code Maze guides 979 teelur/budget-board A simple app for tracking monthly spending and working towards financial goals. 869 curiosity-ai/catalyst Catalyst is a C# Natural Language Processing library built for speed. Inspired by spaCy's design, it brings pre-trained models, out-of-the box support for training word and document embeddings, and flexible entity recognition models. 858 Azure-Samples/azure-search-openai-demo-csharp A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences. 838 hhblaze/DBreeze C# .NET NOSQL ( key value, object store embedded TextSearch SemanticSearch Vector layer ) ACID multi-paradigm database management system. 577 redis/redis-om-dotnet Object mapping, and more, for Redis and .NET 525 VocaDB/vocadb VocaDB is a Vocaloid Database with translated artists, albums, music videos and more. 473 YSGStudyHards/DotNetExercises ⚔【DotNetGuide专栏C#/.NET/.NET Core编程技巧练习集】C#/.NET/.NET Core编程常用语法、算法、技巧、中间件、类库、工作业务实操练习集，配套详细的文章教程和代码示例，助力快速掌握C#/.NET/.NET Core中各种编程常用语法、算法、技巧、中间件、类库、工作业务实操等等。 456 NsfwSpy/NsfwSpy.NET A .NET image and video classifier used to identify explicit/pornographic content written in C#. 395 markjprice/cs9dotnet5 Repository for the Packt Publishing book titled "C# 9 and .NET 5 - Modern Cross-Platform Development" by Mark J. Price 367 axzxs2001/Asp.NetCoreExperiment 原来所有项目都移动到**OleVersion**目录下进行保留。新的案例装以.net 5.0为主，一部分对以前案例进行升级，一部分将以前的工作经验总结出来，以供大家参考！ 358 Azure-Samples/azure-search-power-skills A collection of useful functions to be deployed as custom skills for Azure Cognitive Search 328 microsoft/CryptoNets CryptoNets is a demonstration of the use of Neural-Networks over data encrypted with Homomorphic Encryption. Homomorphic Encryptions allow performing operations such as addition and multiplication over data while it is encrypted. Therefore, it allows keeping data private while outsourcing computation (see here and here for more about Homomorphic E 310 pgvector/pgvector-dotnet pgvector support for .NET (C#, F#, and Visual Basic) 297 unoplatform/Uno.Samples A collection of code samples for the Uno Platform 260 Include prerelease Include vulnerable Include deprecated Version Downloads Last Updated 6.0.0-preview.26160.2 6,088 3/12/2026 5.0.0 1,266,420 11/11/2025 5.0.0-preview.25527.5 1,084 10/29/2025 5.0.0-preview.25503.2 3,072 10/3/2025 5.0.0-preview.25373.1 9,893 7/28/2025 5.0.0-preview.1.25127.4 41,818 2/28/2025 5.0.0-preview.1.25125.4 2,643 2/25/2025 4.0.3 164,820 10/28/2025 4.0.2 1,654,512 2/26/2025 4.0.1 209,622 1/15/2025 4.0.0 669,621 11/13/2024 4.0.0-preview.24522.7 5,004 10/23/2024 4.0.0-preview.24378.1 14,282 7/29/2024 4.0.0-preview.24271.1 12,996 5/21/2024 4.0.0-preview.24162.2 10,135 3/13/2024 3.0.1 2,453,275 1/18/2024 3.0.0 271,533 11/27/2023 3.0.0-preview.23511.1 4,862 10/13/2023 3.0.0-preview.23266.6 66,796 5/17/2023 2.0.1 1,301,754 2/1/2023 Loa…