Book Image

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

By : Gabriel Baptista, Francesco Abbruzzese
4 (1)
Book Image

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

4 (1)
By: Gabriel Baptista, Francesco Abbruzzese

Overview of this book

Software architecture is the practice of implementing structures and systems that streamline the software development process and improve the quality of an app. This fully revised and expanded third edition, featuring the latest features of .NET 6 and C# 10, enables you to acquire the key skills, knowledge, and best practices required to become an effective software architect. Software Architecture with C# 10 and .NET 6, Third Edition features new chapters that describe the importance of the software architect, microservices with ASP.NET Core, and analyzing the architectural aspects of the front-end in the applications, including the new approach of .NET MAUI. It also includes a new chapter focused on providing a short introduction to artificial intelligence and machine learning using ML.NET, and updated chapters on Azure Kubernetes Service, EF Core, and Blazor. You will begin by understanding how to transform user requirements into architectural needs and exploring the differences between functional and non-functional requirements. Next, you will explore how to choose a cloud solution for your infrastructure, taking into account the factors that will help you manage a cloud-based app successfully. Finally, you will analyze and implement software design patterns that will allow you to solve common development problems. By the end of this book, you will be able to build and deliver highly scalable enterprise-ready apps that meet your business requirements.
Table of Contents (27 chapters)
24
Answers
25
Other Books You May Enjoy
26
Index

Introduction to AI and machine learning

What has changed in artificial intelligence in the last 20 years? Basically, almost nothing! At least in the algorithmic theories behind the various artificial intelligence techniques. For sure, there have been new applications of existing theories, and minor refinements, but mainly more computational power! That’s where the cloud and big data come in! That’s why the cloud triggered a revival of artificial intelligence.

A renewed interest in neural networks started when video cards gave the possibility to customize the operations performed on each pixel by providing chunks of code called pixel shaders. The initial purpose was empowering 3D rendering with photo-realistic effects and special effects, but in a short time, developers realized that video cards were powerful processors capable of executing single instructions (the ones provided by pixel shaders) in parallel on millions of data (all pixels). They are SIMD (Single...