Concise Guide to Quantum Machine Learning
暫譯: 量子機器學習簡明指南

Pastorello, Davide

  • 出版商: Springer
  • 出版日期: 2023-12-17
  • 售價: $6,780
  • 貴賓價: 9.5$6,441
  • 語言: 英文
  • 頁數: 138
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 9811968993
  • ISBN-13: 9789811968990
  • 相關分類: Machine Learning量子 Quantum
  • 海外代購書籍(需單獨結帳)

商品描述

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 suitable for physicists looking to enter the field of QML.


商品描述(中文翻譯)

這本書提供了一個簡短但有效的量子機器學習(QML)介紹。QML 不僅僅是將經典機器學習技術翻譯成量子計算的語言,而是一種全新的數據表示和處理方法。因此,內容並未分為描述標準機器學習方案的「經典部分」和處理其量子對應物的「量子部分」。相反,為了讓讀者從一開始就沉浸在量子領域中,這本書從量子力學和量子計算的基本概念開始。書中避免不必要的細節,呈現了所需量子形式主義的基本概念和數學工具。接著,書中回顧了與機器學習最相關的量子算法。後面的章節強調了該領域的最新進展,並討論了未來研究的最有前景方向。

要充分利用這本書,對統計學和線性代數的基本理解就足夠了;不需要有量子計算或機器學習的先前經驗。這本書的目標讀者是沒有量子物理背景的研究人員和學生,同時也適合希望進入 QML 領域的物理學家。

作者簡介

Davide Pastorello is an assistant professor in the Department of Information Engineering and Computer Science at the University of Trento.

作者簡介(中文翻譯)

達維德·帕斯托雷洛(Davide Pastorello)是特倫托大學(University of Trento)資訊工程與計算機科學系的助理教授。