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The Digital Playbook - A Practitioner's Guide to Smart, Connected Products and Solutions with AIoT

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The Digital Playbook

The Digital Playbook

A Practitioner's Guide to Smart, Connected Products and Solutions with AIoT

by Dirk Slama, Tanja Rückert, Sebastian Thrun, Ulrich Homann, Heiner Lasi

Publisher Springer Nature
Published Date 2023
Page Count 416
Categories Artificial intelligence
Language EN
Average Rating N/A (based on N/A ratings)
Maturity Rating No Mature Content Detected
ISBN 3030882217
Book Cover Intro -- Preface -- Digital Playbook and the AIoT User Group -- How to Get Involved -- Vision -- About This Book -- Structure of the Digital Playbook -- Key Plays of the Digital Playbook -- How to Read This Book -- Contents -- Part I: Introduction -- Chapter 1: AIoT 101: What, Why, How, Who -- 1.1 What: Smart, Connected Products and Solutions with AIoT -- 1.2 Why: Purpose and AIoT-Enabled Business Outcomes -- 1.3 How: Getting Things (and AI) Done -- 1.4 Who: AIoT Roles and Responsibilities -- Chapter 2: Artificial Intelligence 101 -- 2.1 Introduction -- 2.2 Supervised Learning -- 2.3 Unsupervised Learning -- 2.4 Reinforcement Learning -- 2.5 Deep Learning and Artificial Neural Networks -- 2.6 Summary: AI & -- Data Analytics -- Chapter 3: Data 101 -- 3.1 Enterprise Data -- 3.2 Data Management -- 3.3 Analytics Platforms -- 3.4 Data Engineering -- 3.4.1 Data Pipeline -- 3.4.2 Edge Vs. Cloud -- 3.4.3 The Big Loop -- 3.5 Data Science -- 3.5.1 Understanding AIoT Data Categories and Matching AI Methods -- 3.5.2 Data Sets -- 3.5.3 Data Labeling -- 3.6 Domain Knowledge -- 3.7 Chicken Vs. Egg -- Chapter 4: Digital Twin 101 -- 4.1 Introduction -- 4.2 Example -- 4.3 Digital Twin and AIoT -- 4.3.1 Example 1: Electric Vehicle -- 4.3.2 Example 2: Particle Collider -- 4.4 DT Resolution and Update Frequency -- 4.5 Advanced Digital Twins: Physics Simulation and Virtual Sensors -- Chapter 5: Internet of Things 101 -- 5.1 Introduction -- 5.2 IoT Architecture -- 5.3 IoT Sensors and Actuators -- 5.4 IoT Protocol Layers -- 5.5 IoT Connectivity -- 5.6 Over-the-Air Updates -- 5.6.1 Distribution -- 5.6.2 Deployment -- 5.7 AIoT AppStores -- 5.7.1 Example 1: OEM with Closed AppStore -- 5.7.2 Example 2: OEM with Open AppStore -- 5.8 Expert Opinion: Nik Willetts, President & -- CEO of TM Forum -- Chapter 6: Hardware 101 -- 6.1 Smart, Connected Products.
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