Quantum Machine Learning A Modern Approach

Part I: Introduction to Statistical & Quantum Learning

Chapter 1: Fundamentals of Statistics

Mani Deepak Choudhry, Sundarrajan Munusamy, Jeevanandham Sivaraj, Akshya Jothi

Chapter 2: Fundamentals of Quantum Machines

Soham S Bhoir, Harshal H Dave, Devi Priya Rangasamy

Part II: Introduction to Quantum Machine Learning

Chapter 3: Machine Learning with Supervised Quantum Models

Nisha Soms,  David Samuel Azariya , Savitha, Mohanraj Vijayakumar

Chapter 4:  Machine Learning with Unsupervised Quantum Models

Prianka Ramachandran Radhabai ,Sathya Karunanidhi, Shreyanth Srikanth

Chapter 5: Artificial Neural Networks

Akshay Bhuvaneswari Ramakrishnan, Pranav Manikandan, Karthikeyan Saminathan

Part III: Quantum Models

Chapter 6: Quantum Information Science: Bridging the Gap between the Classical and Quantum Worlds

Ramani Ramasamy, Thiruselvan Palusamy, Ramathilagam Arunagiri

Chapter 7: Quantum Machine Learning Approaches

Mangalraj  Poobala, Ganesh Kumar Natarajan, Iniyan , Justin Vargese

Chapter 8: Quantum Classification

Durgadevi Palani, Akila Krishnamoorthy

Chapter 9: Boosting in QML

Ponnuviji Namakkal Ponnusamy, Indra Priyadharshini Sundar, Nirmala Ganapathy,

Part IV: Quantum Evaluation Models

Chapter 10: Deep Quantum Learning

Indhuja Aanandhan, Lalith Prem Ravi   

Chapter 11: Ensembles and QBoost

Hariharan Bagavathi Thevar, RatnaKumari Neerukonda, Anupama Cholanayakanahalli Govinda Reddy, Siva Ratnina velayudham

Chapter 12: Quantum Process Tomography and Regression

Kanaga Priya Palanisamy, Thanga Revathi Shanmugakani, Gomathy Balasubramanian, Reethika Anandan

Biography

Dr. Karthikeyan Saminathan is currently working as　 an Associate Professor(Research) in the Department of Cyber Security　 at Sri Venkateshwara College of Engineering, Bengaluru, Karnataka, India and He is associated with Bluechip CyberTech Services　 as a Asst. Vice President which is the wing of Bluechip Services International Pvt Ltd, Bangalore. he is Founder CEO for AI Quantalytics Startup which primarily focuses on IT consulting and product development to AI-driven solutions and cloud innovations. His Educational Background includes, he received his B.E-CSE degree from Anna University, Chennai in 2010 and his M.E-Software Engineering from Anna University, Chennai in 2012. He received his PhD in Cloud and Bigdata Analytics from VIT University, AP. His research interests include artificial intelligence and machine learning, high-performance computing, cloud and big data analytics, and data sciences. He has published more than 60+ papers in reputed journals, seven book chapters, and more than 12 patents. He has Delivered 100+ technical talks to various Academic Institutions and Industries. Also he holds the prestigious role of NASSCOM Prime brand Ambassador. He is a life member of international professional bodies such as ISTE, IAENG, ISRD, and IFERP and he is also a senior member of IEEE.

Dr. M. Akila is a CEO of Metasage Alliance Consulting Expert Pvt Limited, Coimbatore, India. She is also an insatiable appetite for continuous learning and teaching, a philanthropic leader, a diligent researcher, and an experienced and insightful academician. With 27 years of experience, her mission is to enhance standards of education by providing an excellent, ingenious learning environment that is rational with the core values of Academic Institutions.

Dr. Akila’s main research interest is machine learning with applications to computer vision and data science, but she is also interested in the efficient implementation of optimization algorithms in engineering problems. An inspiring, motivating, and committed CSE professor, she is actively engaged with professional organizations such as IET and IEEE and is an additional secretary in the Institution of Green Engineers. She has published three patents and delivered 32 invited lectures at various institutes. Dr. Akila received the Kalam 2020 award for service to Green Technology, 2018 and has been awarded the Cambridge International Certificate for Teachers and Trainers and a Certificate of Achievement from IGEN. She is, in addition, a renowned reviewer in neuro-computing, IET biometrics, IET image processing, and IET electronics letters.

Dr. D. Sumathi is currently serving as a Professor Grade 1-SCOPE at VIT-AP University, Andhra Pradesh. She earned her B.E in Computer Science and Engineering from Bharathiar University in 1994 and her M.E in Computer Science and Engineering from Sathyabama University in 2006, Chennai. She completed her doctoral degree at Anna University, Chennai. With a total of 23 years of experience, including 6 years in the industry and 17 years in the teaching field, she holds the additional responsibility of serving as an Assistant Director of the Software Development Cell, which automates various campus upkeep functionalities. Her research interests encompass Cloud Computing, Network Security, Data Mining, Natural Language Processing, Machine Learning, Deep Learning, and Theoretical Foundations of Computer Science. She has published numerous papers in reputed international journals and conferences. Furthermore, she has organized several international conferences, acting as a Technical Chair and tutorial presenter. Dr. D. Sumathi is a life member of ISTE and has published book chapters and edited books with reputed publishers. In addition to this, she holds patents related to the health sector. Currently, she is guiding five research scholars under research areas in biomedical applications.

Dr. T. Poongodi is presently working as a Professor in the Department of Computer Science and Engineering, School of Engineering, Dayananda Sagar University, Bangalore, India. She received her Ph.D. degree in Information Technology (Information and Communication Engineering) from Anna University, Tamil Nadu, India. Her current research interests include Network Security, Internet of Things (IoT), Data Science and Blockchain Technology for emerging communication networks. She is the author of over 50+ (Scopus Indexed) book chapters including some renowned publishers such as Springer, Elsevier, IET, Wiley, De-Gruyter, CRC Press, IGI global, and 40+ (SCI/Scopus) international journals and conferences. She has published 15+ authored/edited books in Springer, IET, Wiley, CRC Taylor & Francis, and Apple Academic Press. With over 18 years of extensive experience in teaching and multi-disciplinary research, she has been recognized with several prestigious awards, including the Research and Innovation award (2019, 2020, 2021), and Excellence in the area of Research & Innovation/ Academic Excellence / Extension Activities (2018-19, 2019-20) from Galgotias University, Delhi-NCR. She has been invited as a keynote speaker, session chair, program committee and advisory committee member in international conferences. She is a senior member of The Institute of Electrical and Electronics Engineers (IEEE), IEEE Women in Engineering (WIE), and active member in Association for Computing Machinery (ACM). She serves as a Guest Editor for the peer-reviewed international journal BMC Medical Informatics and Decision Making, Springer Nature.