Accord.NET Framework
The Accord.NET project provides machine learning, statistics, artificial intelligence, computer vision and image processing methods to .NET. It can be used on Microsoft Windows, Xamarin, Unity3D, Windows Store applications, Linux or mobile.
After merging with the AForge.NET project, the framework now offers a unified API for learning/training machine learning models that is both easy to use and extensible. It is based on the following pattern:
- Choose a learning algorithm that provides a Learn(x, y) or Learn(x) method;
- Use the Learn(x, y) to create a machine learning model learned from the data;
- Use the model's Transform, Decide, Scores, Probabilities or LogLikelihoods methods.
For more information, please see the getting started guide, and check the wiki. Note: the wiki has been gradually updated/rewritten followed the recent merge/refactoring. Please do not hesitate to edit it if you would like!
Installing
To install the framework in your application, please use NuGet. If you are on Visual Studio, right-click on the "References" item in your solution folder, and select "Manage NuGet Packages." Search for Accord.MachineLearning (or equivalently, Accord.Math, Accord.Statistics or Accord.Imaging depending on your initial goal) and select "Install."
If you would like to install the framework on Unity3D applications, download the framework binaries for .NET 3.5 from the framework releases page. Add the framework binaries to your Plugins folder, but remove any assemblies that might have external dependencies, such as Accord.Video and Accord.Audio. Finally, find and add the System.ComponentModel.DataAnnotations assembly from your system as well.
Sample applications
The framework comes with a wide range of sample applications to help get you started quickly. If you downloaded the framework sources or cloned the repository, open the Samples.sln solution file in the Samples folder.
Building
With Visual Studio 2013
Please download and install the following dependencies:
- T4 Toolbox for Visual Studio 2013
- Sandcastle Help File Builder (with VS2013 extension)
- NUnit Test Adapter
Then navigate to the Sources directory, and open the Accord.NET.sln solution file.
With Visual Studio 2015
Please download and install the following dependencies:
- VS2013 C++ platform toolset (for compiling some unit tests only)
- T4 Toolbox for Visual Studio 2015
- Sandcastle Help File Builder (with VS2015 extension)
- NUnit Test Adapter
Then navigate to the Sources directory, and open the Accord.NET.sln solution file.
With Mono (Linux/xbuild)
# Install Mono
sudo apt-get install mono-complete monodevelop monodevelop-nunit
# Clone the repository
git clone https://github.com/accord-net/framework.git
# Enter the directory
cd framework
# Build the framework solution using Mono
./autogen.sh
make build
make samples
make test
Contributing
If you would like to contribute, please do so by helping us update the project's Wiki pages. While you could also make a donation through PayPal 
Join the chat at https://gitter.im/accord-net/framework