TY - BOOK
T1 - Quantum Machine Learning
T2 - Concepts and possibilities
AU - Delgado, Andrea
AU - Hamilton, Kathleen E.
N1 - Publisher Copyright:
© IOP Publishing Ltd 2025.
PY - 2025/1/1
Y1 - 2025/1/1
N2 - he scope of the book spans from the fundamental postulates of quantum mechanics and quantum algorithms that underpin QML, to advanced topics including variational quantum algorithms, quantum neural networks, and quantum generative models. It covers both the theoretical formulations, such as expressivity, generalization bounds, and kernel methods, and practical applications, ranging from optimization and pattern recognition to simulation and sensing. The text also explores hybrid quantum-classical workflows, error mitigation strategies, and benchmarks that connect algorithmic development to near-term hardware implementations. By the end of this book, readers gain a holistic view of the current state, promises, and challenges of QML, as well as directions for future research in this rapidly evolving field. Part of IOP Series in Quantum Technology.
AB - he scope of the book spans from the fundamental postulates of quantum mechanics and quantum algorithms that underpin QML, to advanced topics including variational quantum algorithms, quantum neural networks, and quantum generative models. It covers both the theoretical formulations, such as expressivity, generalization bounds, and kernel methods, and practical applications, ranging from optimization and pattern recognition to simulation and sensing. The text also explores hybrid quantum-classical workflows, error mitigation strategies, and benchmarks that connect algorithmic development to near-term hardware implementations. By the end of this book, readers gain a holistic view of the current state, promises, and challenges of QML, as well as directions for future research in this rapidly evolving field. Part of IOP Series in Quantum Technology.
UR - https://www.scopus.com/pages/publications/105028153449
U2 - 10.1088/978-0-7503-4952-9
DO - 10.1088/978-0-7503-4952-9
M3 - Book
AN - SCOPUS:105028153449
SN - 9780750349505
BT - Quantum Machine Learning
PB - Institute of Physics Publishing
ER -