书目名称 | Concise Guide to Quantum Machine Learning |
编辑 | Davide Pastorello |
视频video | http://file.papertrans.cn/236/235112/235112.mp4 |
概述 | Offers a brief but effective introduction to quantum machine learning.Reviews those quantum algorithms most relevant to machine learning.Does not require a background in quantum computing or machine l |
丛书名称 | Machine Learning: Foundations, Methodologies, and Applications |
图书封面 |  |
描述 | .This book offers a brief but effective introduction to quantum machine learning (QML). QML is not merely a translation of classical machine learning techniques into the language of quantum computing, but rather a new approach to data representation and processing. Accordingly, the content is not divided into a “classical part” that describes standard machine learning schemes and a “quantum part” that addresses their quantum counterparts. Instead, to immerse the reader in the quantum realm from the outset, the book starts from fundamental notions of quantum mechanics and quantum computing. Avoiding unnecessary details, it presents the concepts and mathematical tools that are essential for the required quantum formalism. In turn, it reviews those quantum algorithms most relevant to machine learning. Later chapters highlight the latest advances in this field and discuss the most promising directions for future research...To gain the most from this book, a basic grasp of statistics and linear algebra is sufficient; no previous experience with quantum computing or machine learning is needed. The book is aimed at researchers and students with no background in quantum physics and is also |
出版日期 | Book 2023 |
关键词 | Quantum Computing; Quantum Neural Networks; Quantum Annealing; Machine Leaning; Quantum Algorithms |
版次 | 1 |
doi | https://doi.org/10.1007/978-981-19-6897-6 |
isbn_softcover | 978-981-19-6899-0 |
isbn_ebook | 978-981-19-6897-6Series ISSN 2730-9908 Series E-ISSN 2730-9916 |
issn_series | 2730-9908 |
copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor |