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Machine Learning with Quantum Computers - Francesco Petruccione,Maria Schuld

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2021-10-18
154,14 € 220,20 €

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This book offers an introduction into quantum machine learning research, covering approaches that range from "near-term" to fault-tolerant quantum machine learning algorithms, and from theoretical to practical techniques that help us understand how quantum computers can learn from data. Among the topics discussed are parameterized quantum circuits, hybrid optimization, data encoding, quantum feature maps an ... Pilns apraksts

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Aprašymas

This book offers an introduction into quantum machine learning research, covering approaches that range from "near-term" to fault-tolerant quantum machine learning algorithms, and from theoretical to practical techniques that help us understand how quantum computers can learn from data. Among the topics discussed are parameterized quantum circuits, hybrid optimization, data encoding, quantum feature maps and kernel methods, quantum learning theory, as well as quantum neural networks. The book aims at an audience of computer scientists and physicists at the graduate level onwards. The second edition extends the material beyond supervised learning and puts a special focus on the developments in near-term quantum machine learning seen over the past few years.

Vairāk informācijas

Autors Francesco Petruccione, Maria Schuld
Izdevējs Springer Nature Switzerland
Series Quantum Science and Technology
Izlaides gads 2021
Vāka tips Cietais vāks
EAN 9783030830977
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154,14 € 220,20 €