Edge Computing with Python: End-to-end Edge Applications, Python Tools and Techniques, Edge Architectures, and AI Benefits

Book Description

Deep Dive into Edge Computing and its Implementations

Key Features

• Numerous real-world examples are provided to help readers grasp essential facets of Edge Computing.
• Apply a wide range of Py戴森thon libraries, fr万宝龙ameworks, and libraries to build intuitive IoT solutions.
• Exclusive coverage of the working of the Siemens Industrial Edge Computing Platform.

Description

This book delves in碧欧泉to the complexities of business settings. It covers the practical guidelines and requirements your The success of IoT and Industry 4.0 depends on edge computing and better network performance. The book, ‘Edge Computing with Python,’ intends to provide a fully-connected embedded environment in which readers can experience the applications of edge computing and IoT in a professional context.

In this book, readers will learn what edge computing is, what its possible applications are, and how advantageous it is. This book provides thorough instructions for using Python to build every potential edge application. The book begins by configuring the programming environment with tools like VS Code, Python, and several popular libraries like SciPy, NumPy, and Pandas豪利时. Then, the book explains gaining access to IO devices, data handling, data storage, cloud connectivity, and hosting ready and pre-trained machine learning models step by step.

The book delves into sophisticated ideas such as Docker Containers, MQTT顶级跑车, and FIWARE and how one can use them to construct Edge applications. In addition, the book details the Siemens Edge computing platform and how to use it for rapidly developing Edge applications. After reading this book, knowledge of Edge Computing’s architecture, its benefits, and drawbacks will give readers a com江诗丹顿 (15)petitive advantage in the market.

What you will learn

• In-depth knowledge of Edge Computing and its strong ties with the Cloud, IoT, and IIoT.
• Illustrations of numerous Python packages and simulations for device interfaces.
• Explanation of multiple data gathering methods, including HTTP/REST, Serial Port, and ZeroMQ.
• Explanation of aspects of AI/ML, including model training, loading, and execution in the context of Edge Computing.
• Security threats and countermeasures, including SSL/TLS, Nginx, secure code, etc.
• Building full-fledged Edge applications using Docker, MQTT, FIWARE, and the Siemens Industrial Edge Platform.

Who this book is for

Readers interested in embedded programming, system programming, edge device progra迪奥 (1)mming, electronics hobbyists, Internet of Things (IoT) engineers, microcontroller programming, and networking will find this book boost their career development. Knowledge of Docker, Containers, and REST is an added advantage.

中文：

书名：使用Python进行边缘计算: 端到端边缘应用程序，Python工具和技术，边缘架构和AI优势

深入研究边缘计算及其实现

主要特征

• 提供了许多实际示例，以帮助读者掌握边缘计算的基本方面。
• 广泛应用Python库、框架和库，构建直观的IoT解决方案。
• 独家覆盖西门子工业边缘计算平台的工作。

描述

这本书深入探讨了商业环境的复杂性。它涵盖了您的实际指导方针和要求。物联网和行业4.0的成功取决于边缘计算和更好的网络性能。这本书 “使用Python进行边缘计算” 旨在提供一个完全连接的嵌入式环境，读者可以在其中在专业环境中体验边缘计算和物联网的应用。

在本书中，读者将了解什么是边缘计算，它可能的应用是什么，以及它的优势。本书提供了使用Python构建每个潜在边缘应用程序的详尽说明。本书首先使用VS Code，Python等工具以及SciPy，NumPy和Pandas等几个流行的库来配置编程环境。然后，这本书一步一步地解释了获得对IO设备的访问、数据处理、数据存储、云连接以及托管准备好的和预先训练的机器学习模型。

本书深入研究了复杂的想法，例如Docker容器，MQTT和FIWARE，以及如何使用它们来构建边缘应用程序。此外，本书还详细介绍了西门子边缘计算平台以及如何将其用于快速开发边缘应用程序。阅读本书后，了解边缘计算的体系结构，其优点和缺点将使读者在市场上具有竞争优势。

你将学到什么

• 深入了解边缘计算，与云、IoT、IIoT的紧密联系。
• 大量Python包和设备接口仿真的图解。
• 多种数据采集方式说明
• 解释AI/ML方面，包括模型训练、加载和边缘计算中的执行。
• 安全威胁及应对措施，包括SSL/TLS、Nginx、安全代码等。
• 使用Docker、MQTT、FIWARE和西门子工业边缘平台构建成熟的边缘应用。

这本书是给谁的

对嵌入式编程，系统编程，边缘设备编程，电子爱好者，物联网 (IoT) 工程师，微控制器编程和网络感兴趣的读者会发现这本书促进了他们的职业发展。了解Docker，容器和REST是一个额外的优势。