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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

Creating your first ML.NET application

The time has come to start creating your first ML.NET application. For this first application, we will create a .NET Core console application. This application will classify a sentence of words as either a positive statement or a negative statement, training on a small sample dataset provided. For this project, we will use a binary logistic regression classification model using the Stochastic Dual Coordinate Ascent (SDCA) method. In Chapter 3, Regression Model, we will go into greater depth on this method.

Creating the project in Visual Studio

Upon opening, and depending on your configuration in Visual Studio, it will either open directly on to the project creation screen, or will be an empty Visual Studio window. If your environment displays the latter, simply click File, then New, and then Project:

  1. When the window opens, type console app in the search field to find Console App (.NET Core). Make sure that the language type is C# (there are Visual...
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