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eBook TinyML
Revolutionizing Embedded AI for Intelligent Devices EPUB
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Wiley-IEEE Press 2026.10.23.
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Part I: Foundations of TinyML and Edge AI

Chapter 1: A Primer on TinyML: Revolutionizing Embedded AI for Intelligent Devices

Chapter 2: Hardware and Software Ecosystem for TinyML - Cross Platform Deployment of Models

Chapter 3: Smart Data Acquisition and Preprocessing for Resource-Constrained Environments

Chapter 4: AI-Centric Architectures for TinyML: Revolutionizing Edge Intelligence with Optimized Hardware Solutions

Part II: Building and Optimizing TinyML Models

Chapter 5: Clustering Distributed Edge Devices Using Scalable AI

Chapter 6: Optimization at Edge Using AI Techniques: Pruning, Quantization, and Knowledge Distillation

Chapter 7: Neural Network Architecture for Ultra-Low-Power Intelligent Edge Systems

Part III: Analyzing and Evaluating TinyML Models

Chapter 8: Analysis of Optimization Algorithms for Efficient TinyML Model Performance

Chapter 9: Evaluation Frameworks, Metrics, and Benchmarks for TinyML Applications

Part IV: TinyML Applications

Chapter 10: TinyML for Healthcare and Biomedical Applications

Chapter 11: Advancing Sustainable Intelligence through an Unified Framework at the Edge by Utilizing TinyML for Environmental Monitoring

Chapter 12: TinyML for Industrial Automation and Predictive Maintenance

Chapter 13: TinyML for Computer Vision and Image Processing

Chapter 14: Impact of Tiny Machine Learning on Embedded Systems for Advanced Image Processing

Chapter 15: TinyML for Audio and Speech Processing

Part V: Advanced Topics in TinyML

Chapter 16: Mitigation Strategies for Enhancing Security and Privacy in TinyML Systems

Chapter 17: Compliance, Data Security, Law and Ethical AI Regulation in Decentralized Approached using TinyML

저자 소개

KARTHIKA SUBBARAJ is an Associate Professor in the Department of Information Technology, Sri Sivasubramaniya Nadar College of Engineering.

BALAMURUGAN BALASAMY is an Associate Dean Student in Shiv Nadar University, Delhi-NCR.

CHITHIRAI PON SELVAN has over twenty-five years’ experience teaching engineering students. He’s a Senior Fellow of the Higher Education Academy in the UK.

FESLIN ANISH MON is a researcher specializing in trust-based security in Internet of Things networks. He works in the Department of Information Technology at the University of Technology and Applied Sciences, Ibri Branch.

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2026년 10월 23일
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