Generative AI Tools: From Algorithms to Applications
暫譯: 生成式 AI 工具:從演算法到應用
Sharma, Priyanka, Senthil Kumar, A. V., Jyotiyana, Monika
- 出版商: Auerbach Publication
- 出版日期: 2026-04-09
- 售價: $8,920
- 貴賓價: 9.8 折 $8,741
- 語言: 英文
- 頁數: 248
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032745908
- ISBN-13: 9781032745909
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相關分類:
GAN 生成對抗網絡、ChatGPT、Large language model
海外代購書籍(需單獨結帳)
商品描述
Generative AI algorithms have become transformative forces in today's digital landscape, revolutionizing industries from healthcare and finance to creative arts and software development by enabling machines to create human-like content, automate complex tasks, and generate innovative solutions at unprecedented scale and speed. These applications are driving significant productivity gains across organizations, with AI-powered tools like large language models, image generators, and code assistants helping professionals streamline workflows, enhance creativity, and solve problems that were previously time-intensive or required specialized expertise. The strategic importance of Generative AI extends beyond operational efficiency, as it represents a fundamental shift toward intelligent automation that is reshaping competitive advantages, creating new business models, and establishing AI literacy as a critical skill for future workforce success. Generative AI Tools: From Algorithms to Applications is a reference for researchers that consolidates rapidly evolving methodologies, theoretical foundations, and practical implementations. Highlights include:
- Generative AI tools and the marketing industry
- A comprehensive overview of ChatGPT
- ChatGPT integration in IoT ecosystems
Providing a structured framework for understanding this complex and fast-moving field, the book enables researchers to build upon established knowledge more efficiently, avoid redundant work, and identify promising research directions by offering systematic coverage of current state-of-the-art techniques, their limitations, and emerging challenges that require innovative solutions. Bridging the gap between theoretical concepts and real-world applications, the book helps researchers understand not only how these algorithms work but also their practical implications, ethical considerations, and potential societal impacts, which is crucial for developing responsible and impactful AI research agendas.
商品描述(中文翻譯)
生成式人工智慧演算法已成為當今數位環境中的變革力量,徹底改變了從醫療保健、金融到創意藝術和軟體開發等行業,使機器能夠創造類似人類的內容、自動化複雜任務,並以前所未有的規模和速度生成創新解決方案。這些應用正在推動組織內顯著的生產力提升,像是大型語言模型、圖像生成器和程式碼助手等人工智慧驅動的工具,幫助專業人士簡化工作流程、增強創造力,並解決以前需要大量時間或專業知識的問題。生成式人工智慧的戰略重要性超越了操作效率,因為它代表了一種向智能自動化的根本轉變,正在重塑競爭優勢、創造新的商業模式,並將人工智慧素養確立為未來勞動力成功的關鍵技能。生成式人工智慧工具:從演算法到應用是一本為研究人員提供的參考書,整合了快速演變的方法論、理論基礎和實踐實施。重點包括:
- 生成式人工智慧工具與行銷產業
- ChatGPT 的全面概述
- ChatGPT 在物聯網生態系統中的整合
本書提供了一個結構化的框架,以理解這個複雜且快速變化的領域,使研究人員能更有效地建立在既有知識之上,避免重複工作,並通過系統性地涵蓋當前最先進技術、其限制以及需要創新解決方案的新興挑戰,來識別有前景的研究方向。該書彌合了理論概念與現實應用之間的鴻溝,幫助研究人員理解這些演算法的運作方式及其實際影響、倫理考量和潛在的社會影響,這對於發展負責任且具影響力的人工智慧研究議程至關重要。
作者簡介
Priyanka Sharma is recognized as being among the top 2% of scientists across the world, as declared by Stanford University and Elsevier. She is an active researcher, working as an assistant professor in the Department of Computer Science & Engineering, Swami Keshvanand Institute of Technology, Management & Gramothan, Jaipur, Rajasthan, India. She has guided various both undergraduate and postgraduate scholars. She is a member of the Institute of Electrical and Electronics Engineers (IEEE), the Association for Computing Machinery (ACM) and various professional societies. She has published more than forty research papers in national and international journals/conferences and book chapters, and has also edited four books. She has taken part in forums hosted by Infosys, TCS, Oracle, Wipro and IBM. Her particular area of interest is investigating the advancements in machine learning and deep learning applications. She has received accolades a number of times in a variety of fields, including designation as an active reviewer by some well-known journals.
Monika Jyotiyana is currently working as assistant professor in the Department of Computer Applications, Manipal University Jaipur, Rajasthan, India. She received her Doctoral degree and Master's degree from Central University of Rajasthan, Rajasthan, India. She received her Undergraduate degree in 2010 from the Aryan International College Affiliated from the MDS University Ajmer, Rajasthan, India. Her research interests include medical image processing, machine learning, deep learning and neural networks. She has publications in various prestigious conferences, journals, books and book chapters.
A. V. Senthil Kumar is working as the principal of the Nehru Institute of Information Technology and Management, Coimbatore, India. He has worked as professor and director at the PG and Research Department of Computer Applications, Hindusthan College of Arts & Science, Coimbatore, Tamilnadu for more than 15 years and as a senior grade lecturer in CMS College of Science and Commerce for 14 years. To his credit, he has five years of industrial experience and three decades of teaching experience. He has also received his Doctor of Science (DSc. in Computer Science). He has to his credit 86 book chapters, 234 papers in international and national journals, and 85 papers in international and national conferences; he has also edited 17 books and 3 textbooks. He is an associate editor of IEEE Access and an editor-in-chief for many journals and a key member for India, Machine Intelligence Research Lab (MIR Labs). An editorial board member and reviewer for various international journals, he is also a committee member for various international conferences. To date, he has guided 16 PhD scholars; at present, he is guiding another 3.
Adnan Alrabea received his Dr. Eng. degree in 2004 from the Electronic and Communication Department, Faculty of Engineering, Donetsk University, Ukraine. He is a visiting associate professor and assistant dean of Prince Abdullah Bin Ghazi Faculty of Science and Information Technology at Al-Balqa Applied University, Assalt, Jordan. His research interests cover: analyzing the various types of analytic and discrete event simulation techniques; performance evaluation of communication networks; application of intelligent techniques in managing computer communication networks; and performing comparative studies between various policies and strategies of routing, congestion control, sub netting of computer communication networks. He has published around 30 articles in various refereed international journals and conferences covering: computer networks, expert systems, software agents, e-learning, image processing, wireless sensor networks and pattern recognition.
作者簡介(中文翻譯)
**Priyanka Sharma** 被斯坦福大學和愛思唯爾(Elsevier)認定為全球前2%的科學家之一。她是一位活躍的研究者,目前擔任印度拉賈斯坦邦齋浦爾的斯瓦米·克什萬南科技管理與鄉村發展學院(Swami Keshvanand Institute of Technology, Management & Gramothan)計算機科學與工程系的助理教授。她指導過多位本科生和研究生。她是電氣與電子工程師學會(IEEE)、計算機協會(ACM)及多個專業學會的成員。她在國內外期刊、會議及書籍章節上發表了超過四十篇研究論文,並編輯了四本書籍。她參加過由Infosys、TCS、Oracle、Wipro和IBM主辦的論壇。她特別感興趣的領域是研究機器學習和深度學習應用的進展。她在多個領域獲得過多次榮譽,包括被一些知名期刊指定為活躍審稿人。
**Monika Jyotiyana** 目前擔任印度拉賈斯坦邦齋浦爾的曼尼帕爾大學(Manipal University Jaipur)計算機應用系的助理教授。她在印度拉賈斯坦邦中央大學獲得博士學位和碩士學位,並於2010年在印度拉賈斯坦邦的阿里安國際學院(Aryan International College)獲得本科學位,該學院隸屬於阿傑梅爾的MDS大學。她的研究興趣包括醫學影像處理、機器學習、深度學習和神經網絡。她在各種著名會議、期刊、書籍及書籍章節上發表了多篇論文。
**A. V. Senthil Kumar** 擔任印度科印巴多的尼赫魯信息技術與管理學院(Nehru Institute of Information Technology and Management)校長。他在科印巴多的印度藝術與科學學院(Hindusthan College of Arts & Science)計算機應用研究生及研究部門擔任教授和主任超過15年,並在CMS科學與商業學院擔任高級講師14年。他擁有五年的工業經驗和三十年的教學經驗,並獲得計算機科學的科學博士學位(DSc. in Computer Science)。他擁有86篇書籍章節、234篇國際和國內期刊論文,以及85篇國際和國內會議論文;他還編輯了17本書籍和3本教科書。他是IEEE Access的副編輯,並擔任多本期刊的主編及印度機器智能研究實驗室(Machine Intelligence Research Lab, MIR Labs)的核心成員。他是多個國際期刊的編輯委員會成員和審稿人,並且是多個國際會議的委員會成員。至今,他已指導16位博士生,目前正在指導另外3位。
**Adnan Alrabea** 於2004年在烏克蘭頓涅茨克大學(Donetsk University)工程學院電子與通信系獲得工學博士學位。他是約旦阿爾巴爾卡應用大學(Al-Balqa Applied University)阿卜杜拉·賓·加齊科學與信息技術學院的訪問副教授和助理院長。他的研究興趣包括:分析各種分析和離散事件模擬技術;通信網絡的性能評估;在管理計算機通信網絡中應用智能技術;以及對計算機通信網絡的各種路由、擁塞控制和子網劃分政策和策略進行比較研究。他在各種經過審核的國際期刊和會議上發表了約30篇文章,涵蓋計算機網絡、專家系統、軟件代理、電子學習、影像處理、無線傳感器網絡和模式識別等主題。