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The Accord.NET Framework is both a C# machine learning framework and a complete framework for building computer vision, computer audition, signal processing and statistical applications. Sample applications provide a fast start to get up and running quickly, and an extensive documentation helps fill in the details.
The easiest way to get started is through NuGet. Search for "Accord.NET" in the package manager, then chose to install the modules you are more likely interested. Because not all users will want to use, for example, audio or video processing capabilities in their projects, those have been written as separate modules.