Quantum Machine Learning: A Modern Approach

Karthikeyan, S., Akila, M., Sumathi, D.

Quantum Machine Learning: A Modern Approach
  • 出版商: CRC
  • 出版日期: 2024-10-28
  • 售價: $4,200
  • 貴賓價: 9.5 折 $3,990
  • 語言: 英文
  • 頁數: 288
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032544716
  • ISBN-13: 9781032544717
  • 相關分類: Machine Learning、量子 Quantum

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book presents the research into and application of machine learning in quantum computation, known as quantum machine learning (QML). It presents a comparison of quantum machine learning, classical machine learning, and traditional programming, along with the usage of quantum computing, toward improving traditional machine learning algorithms through case studies.

In summary, the book:

  • Covers the core and fundamental aspects of statistics, quantum learning, and quantum machines.

  • Discusses the basics of machine learning, regression, supervised and unsupervised machine learning algorithms, and artificial neural networks.

  • Elaborates upon quantum machine learning models, quantum machine learning approaches and quantum classification, and boosting.

  • Introduces quantum evaluation models, deep quantum learning, ensembles, and QBoost.

  • Presents case studies to demonstrate the efficiency of quantum mechanics in industrial aspects.

This reference text is primarily written for scholars and researchers working in the fields of computer science and engineering, information technology, electrical engineering, and electronics and communication engineering.

商品描述(中文翻譯)

本書介紹了量子計算中機器學習的研究與應用，稱為量子機器學習（Quantum Machine Learning, QML）。它比較了量子機器學習、經典機器學習和傳統編程，並通過案例研究探討了量子計算在改善傳統機器學習算法方面的應用。

總結來說，本書：

- 涵蓋統計學、量子學習和量子機器的核心與基本概念。
- 討論機器學習的基本知識、回歸、監督式和非監督式機器學習算法，以及人工神經網絡。
- 詳細闡述量子機器學習模型、量子機器學習方法、量子分類和提升技術。
- 介紹量子評估模型、深度量子學習、集成方法和QBoost。
- 提供案例研究以展示量子力學在工業應用中的效率。

本參考書主要為計算機科學與工程、資訊科技、電氣工程以及電子與通信工程領域的學者和研究人員所撰寫。

作者簡介

Dr. Karthikeyan Saminathan is currently working as an Associate Professor(Research) in the Department of Cyber Security at Sri Venkateshwara College of Engineering, Bengaluru, Karnataka, India and He is associated with Bluechip CyberTech Services as a Asst. Vice President which is the wing of Bluechip Services International Pvt Ltd, Bangalore. he is Founder CEO for AI Quantalytics Startup which primarily focuses on IT consulting and product development to AI-driven solutions and cloud innovations. His Educational Background includes, he received his B.E-CSE degree from Anna University, Chennai in 2010 and his M.E-Software Engineering from Anna University, Chennai in 2012. He received his PhD in Cloud and Bigdata Analytics from VIT University, AP. His research interests include artificial intelligence and machine learning, high-performance computing, cloud and big data analytics, and data sciences. He has published more than 60+ papers in reputed journals, seven book chapters, and more than 12 patents. He has Delivered 100+ technical talks to various Academic Institutions and Industries. Also he holds the prestigious role of NASSCOM Prime brand Ambassador. He is a life member of international professional bodies such as ISTE, IAENG, ISRD, and IFERP and he is also a senior member of IEEE.

Dr. M. Akila is a CEO of Metasage Alliance Consulting Expert Pvt Limited, Coimbatore, India. She is also an insatiable appetite for continuous learning and teaching, a philanthropic leader, a diligent researcher, and an experienced and insightful academician. With 27 years of experience, her mission is to enhance standards of education by providing an excellent, ingenious learning environment that is rational with the core values of Academic Institutions.

Dr. Akila's main research interest is machine learning with applications to computer vision and data science, but she is also interested in the efficient implementation of optimization algorithms in engineering problems. An inspiring, motivating, and committed CSE professor, she is actively engaged with professional organizations such as IET and IEEE and is an additional secretary in the Institution of Green Engineers. She has published three patents and delivered 32 invited lectures at various institutes. Dr. Akila received the Kalam 2020 award for service to Green Technology, 2018 and has been awarded the Cambridge International Certificate for Teachers and Trainers and a Certificate of Achievement from IGEN. She is, in addition, a renowned reviewer in neuro-computing, IET biometrics, IET image processing, and IET electronics letters.

Dr. D. Sumathi is currently serving as a Professor Grade 1-SCOPE at VIT-AP University, Andhra Pradesh. She earned her B.E in Computer Science and Engineering from Bharathiar University in 1994 and her M.E in Computer Science and Engineering from Sathyabama University in 2006, Chennai. She completed her doctoral degree at Anna University, Chennai. With a total of 23 years of experience, including 6 years in the industry and 17 years in the teaching field, she holds the additional responsibility of serving as an Assistant Director of the Software Development Cell, which automates various campus upkeep functionalities. Her research interests encompass Cloud Computing, Network Security, Data Mining, Natural Language Processing, Machine Learning, Deep Learning, and Theoretical Foundations of Computer Science. She has published numerous papers in reputed international journals and conferences. Furthermore, she has organized several international conferences, acting as a Technical Chair and tutorial presenter. Dr. D. Sumathi is a life member of ISTE and has published book chapters and edited books with reputed publishers. In addition to this, she holds patents related to the health sector. Currently, she is guiding five research scholars under research areas in biomedical applications.

Dr. T. Poongodi is presently working as a Professor in the Department of Computer Science and Engineering, School of Engineering, Dayananda Sagar University, Bangalore, India. She received her Ph.D. degree in Information Technology (Information and Communication Engineering) from Anna University, Tamil Nadu, India. Her current research interests include Network Security, Internet of Things (IoT), Data Science and Blockchain Technology for emerging communication networks. She is the author of over 50+ (Scopus Indexed) book chapters including some renowned publishers such as Springer, Elsevier, IET, Wiley, De-Gruyter, CRC Press, IGI global, and 40+ (SCI/Scopus) international journals and conferences. She has published 15+ authored/edited books in Springer, IET, Wiley, CRC Taylor & Francis, and Apple Academic Press. With over 18 years of extensive experience in teaching and multi-disciplinary research, she has been recognized with several prestigious awards, including the Research and Innovation award (2019, 2020, 2021), and Excellence in the area of Research & Innovation/ Academic Excellence / Extension Activities (2018-19, 2019-20) from Galgotias University, Delhi-NCR. She has been invited as a keynote speaker, session chair, program committee and advisory committee member in international conferences. She is a senior member of The Institute of Electrical and Electronics Engineers (IEEE), IEEE Women in Engineering (WIE), and active member in Association for Computing Machinery (ACM). She serves as a Guest Editor for the peer-reviewed international journal BMC Medical Informatics and Decision Making, Springer Nature.

作者簡介(中文翻譯)

Dr. Karthikeyan Saminathan目前擔任印度卡納塔克邦班加羅爾Sri Venkateshwara工程學院網路安全系的副教授（研究），並且與Bluechip CyberTech Services擔任助理副總裁，該公司是Bluechip Services International Pvt Ltd在班加羅爾的分支機構。他是AI Quantalytics創業公司的創始執行長，該公司主要專注於IT諮詢和產品開發，提供以AI驅動的解決方案和雲端創新。他的學歷背景包括於2010年在印度金奈的安娜大學獲得計算機科學與工程學士學位，並於2012年獲得同校的軟體工程碩士學位。他在VIT大學獲得雲端與大數據分析的博士學位。他的研究興趣包括人工智慧和機器學習、高效能計算、雲端與大數據分析以及數據科學。他在知名期刊上發表了超過60篇論文，七個書章，以及超過12項專利。他已向各大學和產業發表了超過100場技術演講。此外，他還擔任NASSCOM Prime品牌大使的榮譽角色。他是國際專業機構如ISTE、IAENG、ISRD和IFERP的終身會員，並且是IEEE的資深會員。

Dr. M. Akila是印度科印巴多Metasage Alliance Consulting Expert Pvt Limited的執行長。她對持續學習和教學有著無止境的渴望，是一位慈善領袖、勤奮的研究者以及經驗豐富且具洞察力的學者。擁有27年的經驗，她的使命是通過提供一個優秀、創新的學習環境來提升教育標準，這個環境與學術機構的核心價值觀相符。

Dr. Akila的主要研究興趣是機器學習，應用於計算機視覺和數據科學，但她也對優化算法在工程問題中的高效實施感興趣。作為一位鼓舞人心、激勵人心且全心投入的計算機科學與工程教授，她積極參與IET和IEEE等專業組織，並擔任綠色工程師協會的附加秘書。她已獲得三項專利，並在各大學發表了32場受邀演講。Dr. Akila因對綠色技術的貢獻而獲得Kalam 2020獎，並於2018年獲得劍橋國際教師和培訓師證書及IGEN的成就證書。此外，她還是神經計算、IET生物識別、IET影像處理和IET電子信件的知名審稿人。

Dr. D. Sumathi目前擔任VIT-AP大學的教授（1級-SCOPE）。她於1994年在Bharathiar大學獲得計算機科學與工程學士學位，並於2006年在Sathyabama大學獲得計算機科學與工程碩士學位，隨後在安娜大學完成博士學位。她擁有23年的總經驗，其中包括6年的產業經驗和17年的教學經驗，並擔任軟體開發小組的助理主任，負責自動化各種校園維護功能。她的研究興趣涵蓋雲端計算、網路安全、數據挖掘、自然語言處理、機器學習、深度學習以及計算機科學的理論基礎。她在知名國際期刊和會議上發表了多篇論文。此外，她還組織了多場國際會議，擔任技術主席和教學講者。Dr. D. Sumathi是ISTE的終身會員，並與知名出版社出版了書章和編輯書籍。此外，她還擁有與健康領域相關的專利。目前，她正在指導五位研究學者，研究領域為生物醫學應用。

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