Machine Learning in Quantum Sciences

Cambridge University Press eBooks

Abstract

Artificial intelligence is dramatically reshaping scientific research and is coming to play an essential role in scientific and technological development by enhancing and accelerating discovery across multiple fields. This book dives into the interplay between artificial intelligence and the quantum sciences; the outcome of a collaborative effort from world-leading experts. After presenting the key concepts and foundations of machine learning, a subfield of artificial intelligence, its applications in quantum chemistry and physics are presented in an accessible way, enabling readers to engage with emerging literature on machine learning in science. By examining its state-of-the-art applications, readers will discover how machine learning is being applied within their own field and appreciate its broader impact on science and technology. This book is accessible to undergraduates and more advanced readers from physics, chemistry, engineering, and computer science. Online resources include Jupyter notebooks to expand and develop upon key topics introduced in the book.

Authors 29

1. Anna Dawid

   University of Warsaw

   Affiliation as printed

   Uniwersytet Warszawski, Poland

2. Julian Arnold

   University of Basel

   Affiliation as printed

   Universität Basel, Switzerland

3. Borja Requena

   Institute of Photonic Sciences

   Affiliation as printed

   ICFO - The Institute of Photonic Sciences

4. Alexander Gresch

   Heinrich Heine University Düsseldorf

   Affiliation as printed

   Heinrich-Heine-Universität Düsseldorf

5. Marcin Płodzień

   Institute of Photonic Sciences

   Affiliation as printed

   ICFO - The Institute of Photonic Sciences

6. Kaelan Donatella

   Université Paris Diderot

   Affiliation as printed

   Université de Paris VII (Denis Diderot)

7. Kim A. Nicoli

   University of Bonn

   Affiliation as printed

   University of Bonn

8. Paolo Stornati

   Institute of Photonic Sciences

   Affiliation as printed

   ICFO - The Institute of Photonic Sciences

9. Rouven Koch

   Aalto University

   Affiliation as printed

   Aalto University, Finland

10. Miriam Büttner

    University of Freiburg

    Affiliation as printed

    Albert-Ludwigs-Universität Freiburg, Germany

11. Robert Okuła

    Gdańsk University of Technology

    Affiliation as printed

    Gdańsk University of Technology

12. Gorka Muñoz-Gil

    Universität Innsbruck

    Affiliation as printed

    Universität Innsbruck, Austria

13. Rodrigo A. Vargas–Hernández

    McMaster University

    Affiliation as printed

    McMaster University, Ontario

14. Alba Cervera-Lierta

    Barcelona Supercomputing Center

    Affiliation as printed

    Centro Nacional de Supercomputación

15. Juan Carrasquilla

    ETH Zurich

    Affiliation as printed

    Swiss Federal Institute of Technology in Zurich

16. Vedran Dunjko Aachen

    Leiden University

    Affiliation as printed

    Universiteit Leiden

17. Marylou Gabrié

    Institut Polytechnique de Paris

    Affiliation as printed

    Institut Polytechnique de Paris

18. Patrick Huembeli
19. Evert van Nieuwenburg Aachen

    Leiden University

    Affiliation as printed

    Universiteit Leiden

20. Filippo Vicentini

    Institut Polytechnique de Paris

    Affiliation as printed

    Institut Polytechnique de Paris

21. Lei Wang

    Chinese Academy of Sciences

    Affiliation as printed

    Chinese Academy of Sciences, Beijing

22. Sebastian J. Wetzel

    University of Waterloo

    Affiliation as printed

    University of Waterloo, Ontario

23. Giuseppe Carleo

    École Polytechnique Fédérale de Lausanne

    Affiliation as printed

    École Polytechnique Fédérale de Lausanne

24. Eliška Greplová

    Delft University of Technology

    Affiliation as printed

    Technische Universiteit Delft, The Netherlands

25. Roman V. Krems

    University of British Columbia

    Affiliation as printed

    University of British Columbia, Vancouver

26. Florian Marquardt

    Max Planck Society · Max Planck Institute for the Science of Light

    Affiliation as printed

    Max-Planck-Institut für die Wissenschaft des Lichts

27. Michał Tomza

    University of Warsaw

    Affiliation as printed

    Uniwersytet Warszawski

28. Maciej Lewenstein

    Institute of Photonic Sciences

    Affiliation as printed

    ICFO - Institute of Photonic Sciences

29. Alexandre Dauphin

    Institute of Photonic Sciences

    Affiliation as printed

    Instituto de Ciencias Fotónicas