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Hands-On Machine Learning with ML.NET

You're reading from   Hands-On Machine Learning with ML.NET Getting started with Microsoft ML.NET to implement popular machine learning algorithms in C#

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Product type Paperback
Published in Mar 2020
Publisher Packt
ISBN-13 9781789801781
Length 296 pages
Edition 1st Edition
Languages
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Author (1):
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Jarred Capellman Jarred Capellman
Author Profile Icon Jarred Capellman
Jarred Capellman
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Table of Contents (19) Chapters Close

Preface 1. Section 1: Fundamentals of Machine Learning and ML.NET
2. Getting Started with Machine Learning and ML.NET FREE CHAPTER 3. Setting Up the ML.NET Environment 4. Section 2: ML.NET Models
5. Regression Model 6. Classification Model 7. Clustering Model 8. Anomaly Detection Model 9. Matrix Factorization Model 10. Section 3: Real-World Integrations with ML.NET
11. Using ML.NET with .NET Core and Forecasting 12. Using ML.NET with ASP.NET Core 13. Using ML.NET with UWP 14. Section 4: Extending ML.NET
15. Training and Building Production Models 16. Using TensorFlow with ML.NET 17. Using ONNX with ML.NET 18. Other Books You May Enjoy

Breaking down the UWP architecture

At a high level, UWP provides an easy framework to create rich desktop applications for Windows 10. As discussed, with .NET Core, UWP allows the targeting of x86, x64, and Advanced RISC Machine (ARM). At the time of this writing, ARM is not supported with ML.NET. In addition, UWP applications can also be written with JavaScript and HTML.

A typical UWP desktop application includes the following core code elements:

  • Views
  • Models
  • View Models

These components form a common app architecture principle of the Model-View-ViewModel, otherwise known as MVVM. In addition to the code components, images and audio are also common, depending on the nature of your application or game.

Similarly to mobile apps on the Android and iOS platforms, each app is sandboxed to specific permissions that you, the developer, request upon installation. Therefore, as you develop your own UWP applications, request only the required access that your app absolutely requires.

For the...

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