Microsoft.ML
4.0.2
Prefix Reserved
There is a newer prerelease version of this package available.
See the version list below for details.
See the version list below for details.
dotnet add package Microsoft.ML --version 4.0.2
NuGet\Install-Package Microsoft.ML -Version 4.0.2
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="4.0.2" />
For projects that support PackageReference, copy this XML node into the project file to reference the package.
<PackageVersion Include="Microsoft.ML" Version="4.0.2" />
<PackageReference Include="Microsoft.ML" />
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 4.0.2
The NuGet Team does not provide support for this client. Please contact its maintainers for support.
#r "nuget: Microsoft.ML, 4.0.2"
#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.
#addin nuget:?package=Microsoft.ML&version=4.0.2
#tool nuget:?package=Microsoft.ML&version=4.0.2
The NuGet Team does not provide support for this client. Please contact its maintainers for support.
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.MLContextMicrosoft.ML.ITransformerMicrosoft.ML.IEstimator<TTransformer>
Additional 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 was computed. net5.0-windows was computed. net6.0 was computed. net6.0-android was computed. net6.0-ios was computed. net6.0-maccatalyst was computed. net6.0-macos was computed. net6.0-tvos was computed. net6.0-windows was computed. net7.0 was computed. net7.0-android was computed. net7.0-ios was computed. net7.0-maccatalyst was computed. net7.0-macos was computed. net7.0-tvos was computed. net7.0-windows was computed. net8.0 was computed. net8.0-android was computed. net8.0-browser was computed. net8.0-ios was computed. net8.0-maccatalyst was computed. net8.0-macos was computed. net8.0-tvos was computed. net8.0-windows was computed. net9.0 was computed. net9.0-android was computed. net9.0-browser was computed. net9.0-ios was computed. net9.0-maccatalyst was computed. net9.0-macos was computed. net9.0-tvos was computed. net9.0-windows was computed. net10.0 was computed. net10.0-android was computed. net10.0-browser was computed. net10.0-ios was computed. net10.0-maccatalyst was computed. net10.0-macos was computed. net10.0-tvos was computed. net10.0-windows was computed. |
| .NET Core | netcoreapp2.0 was computed. netcoreapp2.1 was computed. netcoreapp2.2 was computed. netcoreapp3.0 was computed. netcoreapp3.1 was computed. |
| .NET Standard | netstandard2.0 is compatible. netstandard2.1 was computed. |
| .NET Framework | net461 was computed. net462 was computed. net463 was computed. net47 was computed. net471 was computed. net472 was computed. net48 was computed. net481 was computed. |
| MonoAndroid | monoandroid was computed. |
| MonoMac | monomac was computed. |
| MonoTouch | monotouch was computed. |
| Tizen | tizen40 was computed. tizen60 was computed. |
| Xamarin.iOS | xamarinios was computed. |
| Xamarin.Mac | xamarinmac was computed. |
| Xamarin.TVOS | xamarintvos was computed. |
| Xamarin.WatchOS | 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.ML.CpuMath (>= 4.0.2)
- Microsoft.ML.DataView (>= 4.0.2)
- Newtonsoft.Json (>= 13.0.3)
- System.CodeDom (>= 8.0.0)
- System.Collections.Immutable (>= 8.0.0)
- System.Memory (>= 4.6.0)
- System.Reflection.Emit.Lightweight (>= 4.7.0)
- System.Threading.Channels (>= 8.0.0)
NuGet packages (137)
Showing the top 5 NuGet packages that depend on Microsoft.ML:
| Package | Downloads |
|---|---|
|
Microsoft.ML.LightGbm
ML.NET component for LightGBM |
|
|
Microsoft.ML.FastTree
ML.NET component for FastTree |
|
|
Microsoft.ML.ImageAnalytics
ML.NET component for Image support |
|
|
Microsoft.ML.TimeSeries
Microsoft.ML.TimeSeries contains ML.NET Time Series prediction algorithms. Uses Intel Mkl. |
|
|
Microsoft.ML.TensorFlow
Microsoft.ML.TensorFlow contains ML.NET integration of TensorFlow. |
GitHub repositories (37)
Showing the top 20 popular GitHub repositories that depend on Microsoft.ML:
| Repository | Stars |
|---|---|
|
Danily07/Translumo
Advanced real-time screen translator for games, hardcoded subtitles in videos, static text and etc.
|
|
|
dotnet/samples
Sample code referenced by the .NET documentation
|
|
|
dotnet/spark
.NET for Apache® Spark™ makes Apache Spark™ easily accessible to .NET developers.
|
|
|
dotnet/corefxlab
This repo is for experimentation and exploring new ideas that may or may not make it into the main corefx repo.
|
|
|
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.
|
|
|
CodeMazeBlog/CodeMazeGuides
The main repository for all the Code Maze guides
|
|
|
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.
|
|
|
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.
|
|
|
hhblaze/DBreeze
C# .NET NOSQL ( key value, object store embedded TextSearch SemanticSearch Vector layer ) ACID multi-paradigm database management system.
|
|
|
redis/redis-om-dotnet
Object mapping, and more, for Redis and .NET
|
|
|
VocaDB/vocadb
VocaDB is a Vocaloid Database with translated artists, albums, music videos and more.
|
|
|
markjprice/cs9dotnet5
Repository for the Packt Publishing book titled "C# 9 and .NET 5 - Modern Cross-Platform Development" by Mark J. Price
|
|
|
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！
|
|
|
NsfwSpy/NsfwSpy.NET
A .NET image and video classifier used to identify explicit/pornographic content written in C#.
|
|
|
Azure-Samples/azure-search-power-skills
A collection of useful functions to be deployed as custom skills for Azure Cognitive Search
|
|
|
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讲解，助你快速掌握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。
|
|
|
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
|
|
|
unoplatform/Uno.Samples
A collection of code samples for the Uno Platform
|
|
|
cassiebreviu/StableDiffusion
Inference Stable Diffusion with C# and ONNX Runtime
|
|
|
markjprice/cs8dotnetcore3
Repository for the Packt Publishing book titled "C# 8.0 and .NET Core 3.0" by Mark J. Price
|
| Version | Downloads | Last updated |
|---|---|---|
| 5.0.0-preview.1.25127.4 | 3,616 | 2/28/2025 |
| 5.0.0-preview.1.25125.4 | 469 | 2/25/2025 |
| 4.0.2 | 131,713 | 2/26/2025 |
| 4.0.1 | 97,170 | 1/15/2025 |
| 4.0.0 | 274,131 | 11/13/2024 |
| 4.0.0-preview.24522.7 | 2,644 | 10/23/2024 |
| 4.0.0-preview.24378.1 | 10,680 | 7/29/2024 |
| 4.0.0-preview.24271.1 | 11,521 | 5/21/2024 |
| 4.0.0-preview.24162.2 | 7,533 | 3/13/2024 |
| 3.0.1 | 1,264,063 | 1/18/2024 |
| 3.0.0 | 161,641 | 11/27/2023 |
| 3.0.0-preview.23511.1 | 3,627 | 10/13/2023 |
| 3.0.0-preview.23266.6 | 54,698 | 5/17/2023 |
| 3.0.0-preview.22621.2 | 9,330 | 12/22/2022 |
| 2.0.1 | 1,032,992 | 2/1/2023 |
| 2.0.1-preview.22573.9 | 3,902 | 11/24/2022 |
| 2.0.0 | 275,447 | 11/8/2022 |
| 2.0.0-preview.22551.1 | 1,471 | 11/1/2022 |
| 2.0.0-preview.22313.1 | 16,745 | 6/14/2022 |
| 2.0.0-preview.22310.1 | 457 | 6/11/2022 |
| 1.7.1 | 1,390,945 | 3/9/2022 |
| 1.7.0 | 585,648 | 11/9/2021 |
| 1.7.0-preview.final | 1,327 | 10/22/2021 |
| 1.6.0 | 815,329 | 7/15/2021 |
| 1.5.5 | 535,021 | 3/4/2021 |
| 1.5.4 | 134,975 | 12/17/2020 |
| 1.5.2 | 409,480 | 9/11/2020 |
| 1.5.1 | 100,891 | 7/11/2020 |
| 1.5.0 | 177,860 | 5/27/2020 |
| 1.5.0-preview2 | 73,264 | 3/12/2020 |
| 1.5.0-preview | 77,954 | 12/26/2019 |
| 1.4.0 | 567,707 | 11/5/2019 |
| 1.4.0-preview2 | 31,302 | 10/8/2019 |
| 1.4.0-preview | 72,700 | 8/30/2019 |
| 1.3.1 | 356,410 | 8/6/2019 |
| 1.2.0 | 83,956 | 7/3/2019 |
| 1.1.0 | 46,076 | 6/4/2019 |
| 1.0.0 | 218,604 | 5/2/2019 |
| 1.0.0-preview | 23,938 | 4/2/2019 |
| 0.11.0 | 42,336 | 3/5/2019 |
| 0.10.0 | 49,761 | 2/5/2019 |
| 0.9.0 | 79,938 | 1/8/2019 |
| 0.8.0 | 23,059 | 12/4/2018 |
| 0.7.0 | 42,536 | 11/6/2018 |
| 0.6.0 | 20,494 | 10/2/2018 |
| 0.5.0 | 10,409 | 9/5/2018 |
| 0.4.0 | 70,774 | 8/7/2018 |
| 0.3.0 | 62,425 | 7/3/2018 |
| 0.2.0 | 8,756 | 6/5/2018 |
| 0.1.0 | 57,563 | 5/7/2018 |