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Software Architecture with C# 10 and .NET 6 – Third Edition

You're reading from   Software Architecture with C# 10 and .NET 6 – Third Edition Develop software solutions using microservices, DevOps, EF Core, and design patterns for Azure

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Product type Paperback
Published in Mar 2022
Publisher Packt
ISBN-13 9781803235257
Length 714 pages
Edition 3rd Edition
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Authors (2):
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Francesco Abbruzzese Francesco Abbruzzese
Author Profile Icon Francesco Abbruzzese
Francesco Abbruzzese
Gabriel Baptista Gabriel Baptista
Author Profile Icon Gabriel Baptista
Gabriel Baptista
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Toc

Table of Contents (27) Chapters Close

Preface 1. Understanding the Importance of Software Architecture FREE CHAPTER 2. Non-Functional Requirements 3. Documenting Requirements with Azure DevOps 4. Deciding on the Best Cloud-Based Solution 5. Applying a Microservice Architecture to Your Enterprise Application 6. Azure Kubernetes Service 7. Interacting with Data in C# – Entity Framework Core 8. How to Choose Your Data Storage in the Cloud 9. Working with Azure Functions 10. Design Patterns and .NET 6 Implementation 11. Understanding the Different Domains in Software Solutions 12. Implementing Code Reusability in C# 10 13. Applying Service-Oriented Architectures with .NET 14. Implementing Microservices with .NET 15. Presenting ASP.NET Core MVC 16. Implementing Frontend Microservices with ASP.NET Core 17. Blazor WebAssembly 18. Native versus Web Clients 19. Artificial Intelligence and Machine Learning 20. Best Practices in Coding C# 10 21. Understanding DevOps Principles 22. Challenges of Applying CI & CD Scenarios 23. Testing Your Enterprise Application 24. Answers
25. Other Books You May Enjoy
26. Index

Artificial Intelligence and Machine Learning

In this chapter, you will learn the basic concepts behind artificial intelligence and machine learning. While the chapter is just a very short introduction to a wide subject, you will learn how to perform in practice some simple common machine learning tasks with the Microsoft ML.NET package.

The chapter classifies the basic techniques used in artificial intelligence, how they evolved, and the problems they can solve. Then, it focuses on machine learning, thus classifying the available techniques with their limits, their advantages, and disadvantages. Moreover, the chapter answers questions like: Why does machine learning work? Can I use machine learning for my problem and with the data I have? Which techniques are more adequate for my problem?

While the subject is too wide to be covered in a single chapter, examples of some simple techniques are given.

More specifically, in this chapter, you will learn about the following...

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