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Hands-On Deep Learning for IoT

You're reading from   Hands-On Deep Learning for IoT Train neural network models to develop intelligent IoT applications

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Product type Paperback
Published in Jun 2019
Publisher Packt
ISBN-13 9781789616132
Length 308 pages
Edition 1st Edition
Languages
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Authors (3):
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Aditya Trivedi Aditya Trivedi
Author Profile Icon Aditya Trivedi
Aditya Trivedi
Md. Rezaul Karim Md. Rezaul Karim
Author Profile Icon Md. Rezaul Karim
Md. Rezaul Karim
Dr. Mohammad Abdur Razzaque Dr. Mohammad Abdur Razzaque
Author Profile Icon Dr. Mohammad Abdur Razzaque
Dr. Mohammad Abdur Razzaque
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Toc

Table of Contents (15) Chapters Close

Preface 1. Section 1: IoT Ecosystems, Deep Learning Techniques, and Frameworks FREE CHAPTER
2. The End-to-End Life Cycle of the IoT 3. Deep Learning Architectures for IoT 4. Section 2: Hands-On Deep Learning Application Development for IoT
5. Image Recognition in IoT 6. Audio/Speech/Voice Recognition in IoT 7. Indoor Localization in IoT 8. Physiological and Psychological State Detection in IoT 9. IoT Security 10. Section 3: Advanced Aspects and Analytics in IoT
11. Predictive Maintenance for IoT 12. Deep Learning in Healthcare IoT 13. What's Next - Wrapping Up and Future Directions 14. Other Books You May Enjoy

The E2E life cycle of the IoT

Different organizations and industries describe IoT differently. One way of defining it simply and tangibly is as a network of smart objects, which connects the physical and digital world together. Examining the E2E life cycle of the IoT solution or, more generally, of the IoT ecosystem, will help us to understand it further and show us how it is applicable to machine learning and DL.

Similar to the definition of IoT, there is no single consensus on the E2E life cycle or the IoT architecture that is agreed universally. Different architectures or layers have been proposed by different researchers. The most commonly proposed options are the three and five-layer life cycles or architectures, as shown in the following diagram:

In the preceding diagram, (a) presents a three-layer IoT life cycle or architecture, and (b) presents a five-layer IoT...

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