Supervised Learning with Quantum Computers

Autor: Maria Schuld, Francesco Petruccione

Jazyk:

Väzba: Pevná

Vydavateľ: Springer International Publishing AG

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This book investigates how quantum computers can be used for data-driven prediction. It summarizes a...

Informácie o knihe

Autor

Maria Schuld, Francesco Petruccione

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2018

Stránok

287

EAN

9783319964232

ISBN

3319964232

Enbook ID

19693948

Vydavateľ

Springer International Publishing AG

Hmotnosť

576

Rozmery

242 x 164 x 26

Kompletný popis

This book investigates how quantum computers can be used for data-driven prediction. It summarizes and conceptualizes ideas that have been proposed in the discipline of quantum machine learning to provide a starting point for those new to the field, while serving as a reference for readers familiar with the topic. Given the interdisciplinary nature of the subject, the first chapters work through a simple but illustrative quantum machine learning algorithm and give a detailed overview of the parent disciplines. The book then presents core methods for the design of quantum machine learning algorithms with a focus on supervised learning. Amongst these methods are the representation of data by quantum states, quantum routines for inference and training, learning with quantum models, as well as near-term applications. The book contributes to research in quantum machine learning and targets an interdisciplinary audience of computer scientists and physicists from a graduate level onwards.

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