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Quantum Machine Learning: Concepts and possibilities (IOP Series in Quantum Technology) - Hardcover

Hamilton, Kathleen E.; Delgado, Andrea

 
9780750349505: Quantum Machine Learning: Concepts and possibilities (IOP Series in Quantum Technology)
Hardcover
ISBN 10: 0750349506 ISBN 13: 9780750349505
Verlag: IOP Publishing, 2025

Inhaltsangabe

The 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.

Key Features:

  • A chapter on quantum generative models.
  • Accessible reference text useful for both students and researchers.
  • Case studies

Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.

Verlag
IOP Publishing
Erscheinungsdatum
2025
Sprache
Englisch
ISBN 10 
0750349506
ISBN 13 
9780750349505
Einband
Gebundene Ausgabe
Anzahl der Seiten
136
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

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