Generative Artificial Intelligence (Ai) Approaches for Industrial Applications
暫譯: 工業應用的生成式人工智慧(AI)方法
Vajjhala, Narasimha Rao, Roy, Sanjiban Sekhar, Taşcı, Burak
商品描述
"Generative Artificial Intelligence (AI) Approaches for Industrial Applications" explores the transformative potential of Generative AI technologies across various industries. With contributions from international scholars and experts, this book provides a comprehensive overview of the latest trends, mathematical foundations, and practical applications of Generative AI models. Key sections examine the fundamental concepts of Generative AI, including Generative Adversarial Networks (GANs) and their ethical and security considerations. Special attention is given to the revolutionary impact of Generative AI in healthcare technologies, clinical decision-making, and predictive maintenance within the manufacturing sector. Additionally, the role of Generative AI in FinTech, particularly in redefining business models and enhancing digital security, is thoroughly examined. This book features cutting-edge research on text summarization, age progression using GANs, and integrating AI with regulatory practices. This book is a vital resource for academics, professionals, and practitioners bridging the gap between theoretical AI frameworks and their real-world industrial applications, offering insights into how Generative AI is shaping the future of industries worldwide.
商品描述(中文翻譯)
《產業應用的生成式人工智慧 (AI) 方法》探討了生成式 AI 技術在各行各業的變革潛力。本書匯集了國際學者和專家的貢獻,提供了生成式 AI 模型最新趨勢、數學基礎和實際應用的全面概述。關鍵部分檢視了生成式 AI 的基本概念,包括生成對抗網路 (Generative Adversarial Networks, GANs) 及其倫理和安全考量。特別關注生成式 AI 在醫療技術、臨床決策和製造業預測性維護中的革命性影響。此外,本書還深入探討了生成式 AI 在金融科技 (FinTech) 中的角色,特別是在重新定義商業模式和增強數位安全方面。本書包含了關於文本摘要、使用 GANs 的年齡進展以及將 AI 與監管實踐整合的前沿研究。本書是學術界、專業人士和實務工作者的重要資源,架起了理論 AI 框架與其實際產業應用之間的橋樑,提供了生成式 AI 如何塑造全球產業未來的見解。
作者簡介
Narasimha Rao Vajjhala currently serves as the Dean of the Faculty of Engineering and Architecture at the University of New York Tirana in Albania. He previously held the position of Chair for the Computer Science and Software Engineering programs at the American University of Nigeria. Dr. Vajjhala is a senior member of both the ACM and IEEE. He is the Editor-in-Chief of the International Journal of Risk and Contingency Management (IJRCM) and a member of the Risk Management Society (RIMS) and the Project Management Institute (PMI). With over 23 years of experience, Dr. Vajjhala has taught programming and database-related courses across Europe and Africa at both graduate and undergraduate levels. He has also worked as a consultant for technology firms in Europe and participated in EU-funded projects. Dr. Vajjhala holds a Doctorate in Information Systems and Technology from the United States, a Master of Science in Computer Science and Applications from India, and a Master of Business Administration specializing in Information Systems from Switzerland.
Sanjiban Sekhar Roy is a professor at the School of Computer Science and Engineering at Vellore Institute of Technology (VIT). He has published approximately ten books with esteemed international publishers such as Elsevier, Springer, and IGI Global, showcasing his expertise in the field. Professor Roy has also published articles in high-impact journals, delivered keynote speeches at flagship conferences, and edited special issues in reputed journals. During his master's program, Dr. Roy completed a nine-month research internship at the Indian Institute of Technology (IIT) Kharagpur, further enhancing his academic credentials. He is GATE exam qualified and has guided a Ph.D. scholar, reflecting his dedication to research and education. Dr. Roy's contributions to academic research were recognized with the "Diploma of Excellence" award in 2019 from the Ministry of National Education, Romania, and "Aurel Vlaicu" University Arad, Faculty of Engineers, Romania. His research interests focus on machine learning and deep learning applications, including deep convolutional networks and generative AI, as well as large language models (LLMs) for imaging and other engineering domains. To explore his recently published works
Burak TAŞCI is a senior member of the Institute of Electrical and Electronics Engineers (IEEE) and received a BS, MS, and PhD from the Electrical and Electronics Engineering Department at the University of Firat of Turkey in 2007, 2015, and 2021, respectively. He is an associate professor at the Vocational School of Technical Sciences at the University of Firat in Turkey. His research interests include machine learning, artificial intelligence, deep learning, and embedded systems.
Muhammad E. H. Chowdhury, who earned his Ph.D. from the University of Nottingham, U.K., in 2014, is now an Assistant Professor and program coordinator at the Department of Electrical Engineering, Qatar University. His impressive academic journey includes eight patents and a substantial body of work, with over 180 peer-reviewed journal articles, 30+ conference papers, 15 book chapters, and two edited books. His current research interests, which are at the forefront of the field, include biomedical instrumentation, signal processing, wearable sensors, medical image analysis, machine learning, and computer vision. He has been listed among the top 2% of scientists on the World List published by Stanford University.
作者簡介(中文翻譯)
Narasimha Rao Vajjhala目前擔任阿爾巴尼亞的紐約大學提拉納分校工程與建築學院院長。他曾擔任尼日利亞美國大學計算機科學與軟體工程課程的主任。Vajjhala博士是ACM和IEEE的資深會員。他是《國際風險與應急管理期刊》(International Journal of Risk and Contingency Management, IJRCM)的主編,並且是風險管理協會(Risk Management Society, RIMS)和項目管理協會(Project Management Institute, PMI)的成員。Vajjhala博士擁有超過23年的經驗,曾在歐洲和非洲的研究生和本科生層級教授與程式設計和資料庫相關的課程。他還曾擔任歐洲科技公司的顧問,並參與歐盟資助的項目。Vajjhala博士擁有美國的信息系統與技術博士學位、印度的計算機科學與應用碩士學位,以及瑞士專攻信息系統的工商管理碩士學位。
Sanjiban Sekhar Roy是維洛爾科技學院(Vellore Institute of Technology, VIT)計算機科學與工程學院的教授。他與知名國際出版社如Elsevier、Springer和IGI Global出版了約十本書籍,展現了他在該領域的專業知識。Roy教授還在高影響力的期刊上發表文章,並在重要會議上發表主題演講,編輯知名期刊的特刊。在他的碩士課程中,Roy博士在印度理工學院(Indian Institute of Technology, IIT)卡哈拉古爾(Kharagpur)完成了為期九個月的研究實習,進一步提升了他的學術資歷。他通過了GATE考試,並指導過一位博士生,反映了他對研究和教育的奉獻。Roy博士在2019年獲得羅馬尼亞國家教育部和「奧雷爾·弗拉伊庫」大學阿拉德工程學院頒發的「卓越文憑」獎,以表彰他對學術研究的貢獻。他的研究興趣集中在機器學習和深度學習應用,包括深度卷積網絡和生成式人工智慧,以及用於影像和其他工程領域的大型語言模型(LLMs)。
Burak TAŞCI是電氣與電子工程師學會(Institute of Electrical and Electronics Engineers, IEEE)的資深會員,並於2007年、2015年和2021年分別獲得土耳其菲拉特大學電氣與電子工程系的學士、碩士和博士學位。他是土耳其菲拉特大學技術科學職業學院的副教授。他的研究興趣包括機器學習、人工智慧、深度學習和嵌入式系統。
Muhammad E. H. Chowdhury於2014年在英國諾丁漢大學獲得博士學位,現為卡塔爾大學電氣工程系的助理教授及課程協調員。他的學術旅程令人印象深刻,擁有八項專利和大量的研究成果,包括超過180篇同行評審的期刊文章、30多篇會議論文、15章書籍章節和兩本編輯書籍。他目前的研究興趣位於該領域的前沿,包括生物醫學儀器、信號處理、可穿戴傳感器、醫學影像分析、機器學習和計算機視覺。他被列入斯坦福大學發布的世界科學家前2%的名單中。