Quantum Machine Learning

Preface xv

Part I: Building Effective Artificial Intelligence Based Machine Learning Systems & IoT Applications 1

1 Essentials of Data Analytics for Smart IoT 3
J.E. Judith, C.R. Jothy, C. Dhayananth Jegan and A.J. Anju

2 Profiling Crop Water Stress Using Modular Neural Network Classifier for an IoT-Enabled Crop Irrigation System 27
Jeyapandian Munisamy and Durga Karthik

3 Integrating AI and Machine Learning (ML) with the Internet of Things (IoT) 43
Swetha Margaret T. A., Renuka Devi D. and Diana Judith I.

4 Integrating AI and Machine Learning to Enhance Data Security in Intelligent IoT Systems 75
M. T. Vasumathi, Manju Sadasivan, M. Kamarasan and G. Manikandan

5 Quantum Salp Swarm Algorithm for Optimizing Task Offloading in Edge Computing-Based IoT Systems 113
Sasikumar A., Logesh Ravi, Malathi Devarajan, Selvalakshmi A., Harishankar K. Nair, Ali Wagdy Mohamed and Subramaniyaswamy V.

6 Object Detection and Distance Measurement Using ToF Sensor 137
Venkatesan R., Jeyapandian M. and Durga Karthik

7 Development of Sensor-Based Smart Stick with Alert System for Visually Impaired Individuals Using Machine Learning Technique 151
Sivaramapriya Karuppaiyan, Mathivathani Ganesan, Roja Karuppaiyan and Bhuvaneswari Swaminathan

8 Smarter IoT: Integrating AI and Machine Learning for Sustainable Systems and Intelligent Automation 169
K. Megala, K. Tulip Raaj, R. Bala Krishnan, N. Rajesh Kumar and G. Manikandan

Part II: Quantum Computing Meets Machine Learning: Algorithms, Applications, and Security 193

9 Quantum Computing Meets Machine Learning: A New Frontier 195
Renuka Devi D., Diana Judith I. and Swetha Margaret T.A.

10 An Introduction to Quantum Machine Learning Algorithms and Its Applications 223
Jeevan George and Asha Sebastian

11 Quantum Machine Learning-Based Personalized Transportation Recommender System 245
D. Manju, Logesh Ravi, Ali Wagdy Mohamed and Subramaniyaswamy V.

12 Data-Driven Decision Making for Sustainable Transportation, Quantum Machine Learning, and Collaborative Filtering 271
D. Manju, Logesh Ravi, Ali Wagdy Mohamed and Subramaniyaswamy V.

13 Quantum Machine Learning-Based Framework for Predictive Maintenance in Smart Manufacturing Industries 295
B.S. Kiruthika Devi, Lekshmi S. Raveendran, Minu Susan Jacob, Balasubramanian Prabhu Kavin and Priyan Malarvizhi Kumar

14 Quantum Machine Learning-Based Smart IoT Model for Precision Agriculture 315
D. Anu Disney, V. Akilandeswari, G. Suseela, Balasubramanian Prabhu Kavin and Priyan Malarvizhi Kumar

15 A Comprehensive Survey on Quantum Learning and Quantum Machine Learning: Dissimilarities, Revolutions, and Upcoming Directions 337
Abiramasundari S. and Umamaheswari P.

16 Quantum Machine Learning Model for Finance: A Deep Portfolio Investment System 359
Sasikumar A., Logesh Ravi, Malathi Devarajan, Selvalakshmi A., Harishankar K. Nair, Ali Wagdy Mohamed and Subramaniyaswamy V.

17 Quantum Computing Applications for Internet of Things 385
Sooraj T.R. and B.K. Tripathy

18 Entangling Intelligence: Bridging Quantum and Machine Learning 413
Sharan G., R. Bala Krishnan, Karthikeyan B. and Manikandan G.

19 Delving into the Basics of QC: From Qubits to Quantum Gates 435
Anishin Raj M.M., Varghese S. Chooralil, Sebastian Terance, Nikesh P.L. and Simina M.P.

Part III: Security and Advanced Concepts in Quantum and IoT Systems 455

20 Building Effective AI-Based Machine Learning Systems: A Comprehensive Guide to Design Principles 457
Anishin Raj M.M., Sebastian Terance, Rajasekhar Reddy, Nikesh P.L. and Sabitha Raju

21 A Systematic Introduction to Quantum Computing and Quantum Machine Learning for IoT Applications 483
Mathew Vincent, Parvathy Gopakumar, Asha Sebastian and Rubell Marion Lincy G.

22 Enhancing Security in the Smart IoT Systems Using Post-Quantum Cryptographic Block Cipher 511
Sasikumar A., Logesh Ravi, Malathi Devarajan, Selvalakshmi A., Harishankar K. Nair, Ali Wagdy Mohamed and Subramaniyaswamy V.

23 A Blockchain-Integrated Quantum Model-Based Fusion for Data Security in Smart IoT 535
Sasikumar A., Logesh Ravi, Malathi Devarajan, Selvalakshmi A., Harishankar K. Nair, Ali Wagdy Mohamed and Subramaniyaswamy V.

24 Reliable AI in Smart IoT through Quantum Error Correction and Fault-Tolerant Computing 559
Sameeksha Saraf, Arka De and B. K. Tripathy

25 Cyber Security in Quantum Era: Challenges, Solutions, and Future Directions: A Review 581
Karthikeyan Vaiapury, Latha Parameswaran, Sridharan Sankaran and Sweety Hansuwa

References 599
Index 603