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* renamed master to main

* Update vsts-ci.yml

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24 changes: 12 additions & 12 deletions README.md
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# Machine Learning for .NET

[ML.NET](https://www.microsoft.com/net/learn/apps/machine-learning-and-ai/ml-dotnet) is a cross-platform open-source machine learning framework which makes machine learning accessible to .NET developers with the same code that powers machine learning across many Microsoft products, including Power BI, Windows Defender, and Azure.
[ML.NET](https://www.microsoft.com/net/learn/apps/machine-learning-and-ai/ml-dotnet) is a cross-platform open-source machine learning framework which makes machine learning accessible to .NET developers with the same code that powers machine learning across many Microsoft products, including Power BI, Windows Defender, and Azure.

ML.NET allows .NET developers to develop/train their own models and infuse custom machine learning into their applications using .NET, even without prior expertise in developing or tuning machine learning models. It provides data loading from files and databases, enables data transformations and includes many ML algorithms.

Expand All @@ -14,13 +14,13 @@ If you are new to machine learning, start by learning the basics from this colle

## ML.NET Documentation, tutorials and reference

Please check our [documentation and tutorials](https://docs.microsoft.com/en-us/dotnet/machine-learning/).
Please check our [documentation and tutorials](https://docs.microsoft.com/en-us/dotnet/machine-learning/).

See the [API Reference documentation](https://docs.microsoft.com/en-us/dotnet/api/?view=ml-dotnet).

## Sample apps

We have a GitHub repo with [ML.NET sample apps](https://github.com/dotnet/machinelearning-samples) with many scenarios such as Sentiment analysis, Fraud detection, Product Recommender, Price Prediction, Anomaly Detection, Image Classification, Object Detection and many more.
We have a GitHub repo with [ML.NET sample apps](https://github.com/dotnet/machinelearning-samples) with many scenarios such as Sentiment analysis, Fraud detection, Product Recommender, Price Prediction, Anomaly Detection, Image Classification, Object Detection and many more.

In addition to the ML.NET samples provided by Microsoft, we're also highlighting many more samples created by the community showcased in this separate page [ML.NET Community Samples](https://github.com/dotnet/machinelearning-samples/blob/master/docs/COMMUNITY-SAMPLES.md)

Expand All @@ -31,7 +31,7 @@ The [ML.NET videos playlist](https://aka.ms/mlnetyoutube) on YouTube contains se

## Operating systems and processor architectures supported by ML.NET

ML.NET runs on Windows, Linux, and macOS using [.NET Core](https://github.com/dotnet/core), or Windows using .NET Framework.
ML.NET runs on Windows, Linux, and macOS using [.NET Core](https://github.com/dotnet/core), or Windows using .NET Framework.

64 bit is supported on all platforms. 32 bit is supported on Windows, except for TensorFlow and LightGBM related functionality.

Expand Down Expand Up @@ -67,17 +67,17 @@ Daily NuGet builds of the project are also available in our Azure DevOps feed:

To build ML.NET from source please visit our [developers guide](docs/project-docs/developer-guide.md).

[![codecov](https://codecov.io/gh/dotnet/machinelearning/branch/master/graph/badge.svg?flag=production)](https://codecov.io/gh/dotnet/machinelearning)
[![codecov](https://codecov.io/gh/dotnet/machinelearning/branch/main/graph/badge.svg?flag=production)](https://codecov.io/gh/dotnet/machinelearning)

| | Debug | Release |
|:---|----------------:|------------------:|
|**CentOS**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Centos_x64_NetCoreApp31&configuration=Centos_x64_NetCoreApp31%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Centos_x64_NetCoreApp31&configuration=Centos_x64_NetCoreApp31%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|
|**Ubuntu**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Ubuntu_x64_NetCoreApp21&configuration=Ubuntu_x64_NetCoreApp21%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Ubuntu_x64_NetCoreApp21&configuration=Ubuntu_x64_NetCoreApp21%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|
|**macOS**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=MacOS_x64_NetCoreApp21&configuration=MacOS_x64_NetCoreApp21%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=MacOS_x64_NetCoreApp21&configuration=MacOS_x64_NetCoreApp21%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|
|**Windows x64**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Windows_x64_NetCoreApp21&configuration=Windows_x64_NetCoreApp21%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Windows_x64_NetCoreApp21&configuration=Windows_x64_NetCoreApp21%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|
|**Windows FullFramework**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Windows_x64_NetFx461&configuration=Windows_x64_NetFx461%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Windows_x64_NetFx461&configuration=Windows_x64_NetFx461%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|
|**Windows x86**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Windows_x86_NetCoreApp21&configuration=Windows_x86_NetCoreApp21%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Windows_x86_NetCoreApp21&configuration=Windows_x86_NetCoreApp21%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|
|**Windows NetCore3.1**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Windows_x64_NetCoreApp31&configuration=Windows_x64_NetCoreApp31%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=master&jobName=Windows_x64_NetCoreApp31&configuration=Windows_x64_NetCoreApp31%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=master)|
|**CentOS**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Centos_x64_NetCoreApp31&configuration=Centos_x64_NetCoreApp31%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Centos_x64_NetCoreApp31&configuration=Centos_x64_NetCoreApp31%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|
|**Ubuntu**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Ubuntu_x64_NetCoreApp21&configuration=Ubuntu_x64_NetCoreApp21%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Ubuntu_x64_NetCoreApp21&configuration=Ubuntu_x64_NetCoreApp21%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|
|**macOS**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=MacOS_x64_NetCoreApp21&configuration=MacOS_x64_NetCoreApp21%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=MacOS_x64_NetCoreApp21&configuration=MacOS_x64_NetCoreApp21%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|
|**Windows x64**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Windows_x64_NetCoreApp21&configuration=Windows_x64_NetCoreApp21%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Windows_x64_NetCoreApp21&configuration=Windows_x64_NetCoreApp21%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|
|**Windows FullFramework**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Windows_x64_NetFx461&configuration=Windows_x64_NetFx461%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Windows_x64_NetFx461&configuration=Windows_x64_NetFx461%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|
|**Windows x86**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Windows_x86_NetCoreApp21&configuration=Windows_x86_NetCoreApp21%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Windows_x86_NetCoreApp21&configuration=Windows_x86_NetCoreApp21%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|
|**Windows NetCore3.1**|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Windows_x64_NetCoreApp31&configuration=Windows_x64_NetCoreApp31%20Debug_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|[![Build Status](https://dev.azure.com/dnceng/public/_apis/build/status/dotnet/machinelearning/MachineLearning-CI?branchName=main&jobName=Windows_x64_NetCoreApp31&configuration=Windows_x64_NetCoreApp31%20Release_Build)](https://dev.azure.com/dnceng/public/_build/latest?definitionId=104&branchName=main)|

## Release process and versioning

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Expand Up @@ -281,4 +281,4 @@ phases:

# Terminate all dotnet build processes.
- script: $(Build.SourcesDirectory)/.dotnet/dotnet.exe build-server shutdown
displayName: Dotnet Server Shutdown
displayName: Dotnet Server Shutdown
6 changes: 3 additions & 3 deletions docs/README.md
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Expand Up @@ -11,10 +11,10 @@ Project Docs

- [Developer Guide](project-docs/developer-guide.md)
- [Contributing to ML.NET](project-docs/contributing.md)
- [Strong Name Signing](https://github.com/dotnet/corefx/blob/master/Documentation/project-docs/strong-name-signing.md)
- [Public Signing](https://github.com/dotnet/corefx/blob/master/Documentation/project-docs/public-signing.md)
- [Strong Name Signing](https://github.com/dotnet/runtime/blob/main/docs/project/strong-name-signing.md)
- [Public Signing](https://github.com/dotnet/runtime/blob/main/docs/project/public-signing.md)
- [Project NuGet Dependencies](https://github.com/dotnet/buildtools/blob/master/Documentation/project-nuget-dependencies.md)
- [ML.NET Roadmap](https://github.com/dotnet/machinelearning/blob/master/README.md)
- [ML.NET Roadmap](https://github.com/dotnet/machinelearning/blob/main/README.md)
- [ML.NET Cookbook](code/MlNetCookBook.md)
- [ML.NET API Reference Documentation](https://docs.microsoft.com/en-us/dotnet/api/?view=ml-dotnet)

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Expand Up @@ -15,10 +15,10 @@ ML.NET's repository takes a dependency of the MlNetMklDeps nuget, which contains
* native (contains windows ia32 binaries)

The .nuspec can be found on this folder:
https://github.com/dotnet/machinelearning/tree/master/docs/building/MlNetMklDeps
https://github.com/dotnet/machinelearning/tree/main/docs/building/MlNetMklDeps

If actually publishing a new version of MlNetMklDeps, remember to update this other file to document any changes:
https://github.com/dotnet/machinelearning/blob/master/docs/building/MlNetMklDeps/version.md
https://github.com/dotnet/machinelearning/blob/main/docs/building/MlNetMklDeps/version.md

# Instructions to build the binaries using Intel's MKL SDK
ML.NET MKL implementation uses Intel MKL Custom Builder to produce the binaries for the functions that we select. Follow the instructions below to produce the binaries for each platform, which will then be added to the MlNetMklDeps nuget described on the previus section.
Expand Down Expand Up @@ -65,5 +65,5 @@ https://software.intel.com/en-us/mkl
4. Run `make libintel64 name=libMklImports` (add `threading=sequential` if you are building without openmp)
5. Copy `libMklImports.dylib` from the builder directory to the folder containing the OSX binaries.
6. Fix the id and the rpath running the following commands:
* `sudo install_name_tool -id "@loader_path/libMklImports.dylib" libMklImports.dylib`
* `sudo install_name_tool -id "@loader_path/libMklImports.dylib" libMklImports.dylib`
* `sudo install_name_tool -id "@rpath/libMklImports.dylib" libMklImports.dylib`
2 changes: 1 addition & 1 deletion docs/building/unix-instructions.md
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Expand Up @@ -52,7 +52,7 @@ On macOS a few components are needed which are not provided by a default develop

One way of obtaining CMake and other required libraries is via [Homebrew](https://brew.sh):
```sh
$ brew update && brew install cmake https://raw.githubusercontent.com/dotnet/machinelearning/master/build/libomp.rb mono-libgdiplus gettext && brew link gettext --force && brew link libomp --force
$ brew update && brew install cmake https://raw.githubusercontent.com/dotnet/machinelearning/main/build/libomp.rb mono-libgdiplus gettext && brew link gettext --force && brew link libomp --force
```

Please note that newer versions of Homebrew [don't allow installing directly from a URL](https://github.com/Homebrew/brew/issues/8791). If you run into this issue, you may need to download libomp.rb first and install it with the local file instead.
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