Artificial Intelligence and Machine Learning for Real-World Applications: A Beginner's Guide with Case Studies
暫譯: 實用人工智慧與機器學習：初學者案例研究指南
Malik, Latesh, Arora, Sandhya, Shrawankar, Urmila
- 出版商: CRC
- 出版日期: 2025-10-16
- 售價: $3,450
- 貴賓價: 9.5 折 $3,278
- 語言: 英文
- 頁數: 282
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032873469
- ISBN-13: 9781032873466
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相關分類:
Machine Learning、DeepLearning、GAN 生成對抗網絡、Python
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book introduces foundational and advanced concepts in artificial intelligence and machine learning, focusing on their real-world applications and societal implications. Covering topics from knowledge representation and model interpretability to deep learning and Generative AI, it includes practical Python implementations and case studies from healthcare, agriculture, and education. Beginning with core concepts such as AI fundamentals, knowledge representation, and statistical techniques, it gradually advances to cover machine learning algorithms, deep learning architectures, and the basics of Generative AI. Detailed discussions of data preprocessing, model training, evaluation metrics, and Python-based implementation make this book both practical and accessible.
- Offers real-world examples and case studies illustrating the societal impact and practical applications of AI and ML technologies
- Discusses data pre-processing techniques, model selection, and evaluation metrics, with practical implementation in Python and in detail
- Explores AI problem-solving processes, knowledge representation, and model training strategies, catering to readers with varying levels of technical expertise
- Covers AI and ML principles, spanning statistical techniques, machine learning algorithms, deep learning structures and Generative AI basics.
- Focuses on societal applications in healthcare, agriculture, and education, addressing challenges faced by elderly and special needs individuals
This book is for professionals, researchers and scholars interested in the application of artificial intelligence and machine learning.
商品描述(中文翻譯)
這本書介紹了人工智慧（AI）和機器學習（ML）的基礎和進階概念，重點在於它們的實際應用和社會影響。內容涵蓋知識表示、模型可解釋性、深度學習和生成式AI等主題，並包括實用的Python實作和來自醫療、農業和教育的案例研究。書中從AI基礎、知識表示和統計技術等核心概念開始，逐步深入到機器學習演算法、深度學習架構和生成式AI的基本知識。詳細討論數據預處理、模型訓練、評估指標以及基於Python的實作，使這本書既實用又易於理解。
- 提供實際案例和案例研究，說明AI和ML技術的社會影響和實際應用
- 討論數據預處理技術、模型選擇和評估指標，並詳細介紹Python中的實作
- 探索AI問題解決過程、知識表示和模型訓練策略，適合不同技術專業水平的讀者
- 涵蓋AI和ML原則，包括統計技術、機器學習演算法、深度學習結構和生成式AI的基本知識
- 專注於醫療、農業和教育等社會應用，解決老年人和特殊需求人士所面臨的挑戰
這本書適合對人工智慧和機器學習的應用感興趣的專業人士、研究人員和學者。
作者簡介
Latesh Malik is working as Associate Professor & Head of the Department of Computer Science & Engg, Government College of Engineering, Nagpur, Chairman of the Board of Studies, Computer Engineering related branch board, R.T.M. Nagpur University (2022-27). She has completed Ph.D. (Computer Science & Engineering) from Visvesyaraya National Institute of Technology in 2010, M.Tech. (Computer Science & Engineering) from Banasthali Vidyapith, Rajasthan, India and B.E. (Computer Engineering) from the University of Rajasthan, India. She is gold medalist in B.E. and M.Tech. She has teaching experience of 27+ years. She is a life member of ISTE, CSI, and ACM and has more than 160 papers published in International Journal & Conferences. She is the recipient of 2 RPS and 1 MODROBs by AICTE. She guided 30+ PG projects and 12 students completed Ph.D under her guidance. She is the author of 7 books under University Press, India, and CRC Press, USA.
Sandhya Arora is working as full professor in the Department of Computer Engineering, Cummins College of Engineering for Women Pune. She has completed Ph.D. (Computer Science & Engineering) from Jadavpur University Kolkata in 2012, M.Tech. (Computer Science & Engineering) from Banasthali Vidyapith, Rajasthan, India and B.E. (Computer Engineering) from the University of Rajasthan, India. She has teaching experience of 27+ years. She is a life member of ISTE, CSI, and ACM. She has more than 60 research publications. Also, she has written 7 books under University Press, India and CRC Press, USA.
Urmila Shrawankar, PhD, is working as a Professor and Director, School of Computer Science and Engineering, Ramdeobaba University Nagpur (MS), India. She is a recipient of many Awards and grants. She is an author of 2 books, 04 books editor, 25 book chapters and around 200 research papers in International Journals and Conferences of high repute. Also, she has 8 granted, 10 published patents and 20 Copyrights registered. She is serving many journals as editor-in-chief, editorial board member and as member, international advisory board. Moreover, she is serving as reviewer for many refereed Journals and reputed Conferences. She participated in many international conferences worldwide as a Core Organizing Committee member, Technical Program Committee member, Special Session Chair and Session Chair. Dr Urmila is a member of IEEE (SM), ACM(SM), CSI (LM), ISTE (LM), IE (LM), IAENG. Her biography was selected and published in the Marquis Who's Who in the World.
作者簡介(中文翻譯)
**Latesh Malik** 擔任印度納格浦爾政府工程學院計算機科學與工程系的副教授及系主任，並擔任 R.T.M. 納格浦爾大學計算機工程相關分支學科委員會的學術委員會主席（2022-27）。她於2010年在維斯維斯瓦拉亞國立技術學院獲得計算機科學與工程博士學位，並在印度拉賈斯坦邦的巴納斯塔利維迪亞皮特獲得計算機科學與工程碩士學位，以及在印度拉賈斯坦大學獲得計算機工程學士學位。她在學士和碩士學位中均獲得金牌。她擁有超過27年的教學經驗。她是 ISTE、CSI 和 ACM 的終身會員，並在國際期刊和會議上發表了超過160篇論文。她獲得了 AICTE 的2項 RPS 和1項 MODROBs。她指導了30多個研究生項目，並有12名學生在她的指導下完成博士學位。她是印度大學出版社和美國 CRC Press 的7本書的作者。
**Sandhya Arora** 擔任印度普納的庫明斯女子工程學院計算機工程系的正教授。她於2012年在加爾各答的賈達夫普爾大學獲得計算機科學與工程博士學位，並在印度拉賈斯坦邦的巴納斯塔利維迪亞皮特獲得計算機科學與工程碩士學位，以及在印度拉賈斯坦大學獲得計算機工程學士學位。她擁有超過27年的教學經驗。她是 ISTE、CSI 和 ACM 的終身會員，並擁有超過60篇研究出版物。此外，她在印度大學出版社和美國 CRC Press 出版了7本書。
**Urmila Shrawankar, PhD** 擔任印度納格浦爾的 Ramdeobaba 大學計算機科學與工程學院的教授及院長。她獲得了多項獎項和資助。她是2本書的作者，4本書的編輯，25章書籍的撰寫者，以及在國際期刊和高聲望會議上發表了約200篇研究論文。此外，她擁有8項授權專利、10項已發表專利和20項註冊版權。她在多個期刊擔任主編、編輯委員會成員及國際諮詢委員會成員。此外，她還擔任多個同行評審期刊和知名會議的審稿人。她作為核心組織委員會成員、技術程序委員會成員、特別會議主席和會議主席參加了多個國際會議。Urmila 博士是 IEEE (SM)、ACM (SM)、CSI (LM)、ISTE (LM)、IE (LM) 和 IAENG 的成員。她的傳記被選中並發表在《馬奎斯世界名人錄》中。
