Tiny Machine Learning

About the Editors xxiii
List of Contributors xxvii
Preface xxxv

1 Introduction to TinyML 1
Francisca Onyiyechi Nwokoma, Chidi Ukamaka Betrand, Juliet Nnenna Odii, Euphemia Chioma Nwokorie, and Ikechukwu Ignatius Ayogu

2 Learning Panorama Under TinyML 35
Ikechukwu Ignatius Ayogu, Euphemia Chioma Nwokorie, Juliet Nnenna Odii, Francisca Onyiyechi Nwokoma, and Chidi Ukamaka Betrand

3 TinyML for Anomaly Detection 85
Richard Govada Joshua, Peter Anuoluwapo Gbadega, Agbotiname Lucky Imoize, and Samuel Oluwatobi Tofade

4 TinyML Power Consumption and Memory in IoT MCUs 163
Peter Anuoluwapo Gbadega, Agbotiname Lucky Imoize, Richard Govada Joshua, and Samuel Oluwatobi Tofade

5 Efficient Data Cleaning and Anomaly Detection in IoT Devices Using TinyCleanEDF 205
Ilker Kara

6 TinyML Devices and Tools 225
Abeeb Akorede Bello, Agbotiname Lucky Imoize, and Abiodun Temitope Odewale

7 Privacy-Preserving Techniques in TinyML for IoT 259
Oleksandr Kuznetsov, Emanuele Frontoni, Kateryna Kuznetsova, Marco Arnesano, and Pavlo Usik

8 Enhancing Cybersecurity in TinyML with Lightweight Cryptographic Algorithms 303
Oleksandr Kuznetsov, Roman Minailenko, Aigul Shaikhanova, Yelyzaveta Kuznetsova, and Agbotiname Lucky Imoize

9 Tiny Machine Learning for Enhanced Edge Intelligence 335
Emmanuel Alozie, Agbotiname Lucky Imoize, Hawau I. Olagunju, Nasir Faruk, Salisu Garba, and Ayobami P. Olatunji

10 Advanced Security Schemes for TinyML Devices 367
Wasswa Shafik and Mumin Adam

11 Robust Ground Truth Data Mining for Enhanced Privacy and Accuracy in Noisy TinyML Environments 403
Yuichi Sei and Agbotiname Lucky Imoize

12 Security and Privacy of TinyML Devices 431
Eftychia Mistillioglou, Evangelia Konstantopoulou, Nicolas Sklavos, and Andronikos Kyriakou

13 Semantic Management of TinyML for Industrial Application 469
Kinzah Noor, Hasnain Ahmad, and Agbotiname Lucky Imoize

14 Fight Poison with Poison: Tiny Machine Learning Resilience Against Poisoning Attacks 503
Tomoki Chiba, Yasuyuki Tahara, Akihiko Ohsuga, Agbotiname Lucky Imoize, and Yuichi Sei

15 TinyML for Real-Time Medical Image Classification and Diagnosis 549
Jelil O. Agbo-Ajala, Lateef A. Akinyemi, Olufisayo S. Ekundayo, and Ernest Mnkandla

16 Biometric Authentication in TinyML: Opportunities and Challenges 587
Oleksandr Kuznetsov, Emanuele Frontoni, Marco Arnesano, Oleksii Smirnov, and Boris Khruskov

17 Secure Deployment of TinyML Applications: Strategies and Practices 635
Oleksandr Kuznetsov, Sergii Kavun, and Gulvira Bekeshova

18 TinyML for Environmental Applications 665
Duy Nam Khanh Vu and Anh Khoa Dang

19 Benchmarking TinyML Encrypted Federated Learning with Secret Sharing in Medical Computer Vision 701
Ruduan B.F. Plug, Putu H.P. Jati, Samson Y. Amare, and Mirjamvan Reisen

References 716
Index 721