商品描述
This book explores the transformative effects of AI and ML on software engineering. It emphasizes the potential of cutting-edge software development technologies such as Generative AI and ML applications. This book incorporates data-driven strategies across the entire software development life cycle, from requirements elicitation and design to coding, testing, and deployment. It illustrates the evolution from traditional frameworks to agile and DevOps methodologies. The potential of Generative AI for automating repetitive tasks and enhancing code quality is highlighted, along with ML applications in optimizing testing, effort estimation, design pattern recognition, fault prediction, debugging, and security through anomaly detection. These techniques have significantly improved software development efficiency, predictability, and project management effectiveness. While remarkable progress has been made, much remains to be done in this evolving area. This edited book is a timely effort toward advancing the field and promoting interdisciplinary collaboration in addressing ethical, security, and technical challenges.
商品描述(中文翻譯)
本書探討了人工智慧（AI）和機器學習（ML）對軟體工程的變革性影響。它強調了尖端軟體開發技術的潛力，例如生成式 AI 和 ML 應用。本書涵蓋了整個軟體開發生命週期中的數據驅動策略，從需求引導和設計到編碼、測試和部署。它說明了從傳統框架到敏捷和 DevOps 方法論的演變。生成式 AI 在自動化重複性任務和提升程式碼質量方面的潛力被強調，並且介紹了 ML 應用於優化測試、工作量估算、設計模式識別、故障預測、除錯和透過異常檢測增強安全性等方面的應用。這些技術顯著提高了軟體開發的效率、可預測性和專案管理的有效性。儘管已取得顯著進展，但在這個不斷演變的領域中仍有許多工作要做。本編輯書籍是推進該領域和促進跨學科合作以應對倫理、安全和技術挑戰的及時努力。
作者簡介
Tirimula Rao Benala is an assistant professor of Information Technology at JNTUGV College of Engineering Vizianagaram (Autonomous), Jawaharlal Nehru Technological University Gurajada Vizianagaram, Vizianagaram-535003, India. He received his Ph.D. in 2020 from the Jawaharlal Nehru Technological University in Kakinada, India. He was at the Center for Theoretical Studies, Indian Institute of Technology Kharagpur, as a visiting scholar in 2017. He was a visiting fellow at Chicago State University in 2018 under the US-India 21st Century Knowledge Initiative grant. He is a senior member of IEEE and CSI. He is a Life member of I.E. (I) and IETE. He is a professional member of ACM. He has published about 30 research papers in refereed journals and conferences. He has guided 75 postgraduate students and currently guides seven postgraduate students and four doctoral students. He has twenty years of teaching experience. Satchidananda Dehuri (Senior Member IEEE) has been a professor in the Department of Computer Science (Erstwhile Department of Information and Communication Technology), Fakir Mohan University, Balasore, Odisha, India since 2013. Before this appointment, for a short stint (i.e., from Oct. 2012 to May 2014), he was an associate professor in the Department of Systems Engineering at Ajou University, South Korea. He received his M.Tech. and Ph.D. in Computer Science from Utkal University, Vani Vihar, Odisha, in 2001 and 2006, respectively. He visited as a BOYSCAST Fellow to the Soft Computing Laboratory, Yonsei University, Seoul, South Korea, under the BOYSCAST Fellowship Program of DST, Govt. of India in 2008. In 2010, he received the Young Scientist Award in Engineering and Technology for the year 2008 from Odisha Vigyan Academy, Department of Science and Technology, Govt. of Odisha. Rajib Mall obtained his professional degrees, Bachelor's, Master's, and Ph.D. from the Indian Institute of Science, Bangalore. He has been working as a faculty in the Department of Computer Science and Engineering at IIT, Kharagpur, for the last 30 years. He has published about 150 refereed journal and conference papers. His main research interests are program analysis and testing. Dr. Margarita N. Favorskaya is a professor and head of the Department of Informatics and Computer Techniques at Reshetnev Siberian State University of Science and Technology. Russian Federation. Professor Favorskaya has been a member of the KES organization since 2010, an IPC member, and the Chair of invited sessions of over 30 international conferences. She is the author or the co-author of 200 publications and 20 educational manuals in computer science. She co-authored/co-edited around 20 books/conference proceedings for Springer in the last 10 years. She supervised nine Ph.D. candidates and is presently supervising four Ph.D. students. Her main research interests are digital image and video processing, remote sensing, pattern recognition, fractal image processing, artificial intelligence, and information technologies.
作者簡介(中文翻譯)
Tirimula Rao Benala 是印度 Jawaharlal Nehru Technological University Gurajada Vizianagaram 的 JNTUGV 工程學院資訊科技助理教授，地址為 Vizianagaram-535003。他於 2020 年在印度 Kakinada 的 Jawaharlal Nehru Technological University 獲得博士學位。2017 年，他曾在印度理工學院 Kharagpur 的理論研究中心擔任訪問學者。2018 年，他在美國-印度 21 世紀知識倡議資助下，擔任芝加哥州立大學的訪問研究員。他是 IEEE 和 CSI 的資深會員，也是 I.E. (I) 和 IETE 的終身會員，並且是 ACM 的專業會員。他在經過審核的期刊和會議上發表了約 30 篇研究論文，指導了 75 名研究生，目前指導七名研究生和四名博士生。他擁有二十年的教學經驗。
Satchidananda Dehuri（IEEE 資深會員）自 2013 年以來一直擔任印度奧里薩邦 Balasore 的 Fakir Mohan University 計算機科學系（原資訊與通信技術系）教授。在此之前，他曾在韓國 Ajou University 的系統工程系擔任副教授（即 2012 年 10 月至 2014 年 5 月）。他於 2001 年和 2006 年分別在奧里薩邦 Vani Vihar 的 Utkal University 獲得計算機科學的碩士和博士學位。2008 年，他作為 BOYSCAST 獎學金獲得者訪問了韓國首爾的延世大學軟計算實驗室。2010 年，他獲得了奧里薩邦科學與技術部的奧里薩 Vigyan Academy 頒發的 2008 年工程與技術青年科學家獎。
Rajib Mall 獲得了印度班加羅爾的印度科學院的專業學位，包括學士、碩士和博士學位。他在 IIT Kharagpur 的計算機科學與工程系任教已達 30 年。他發表了約 150 篇經過審核的期刊和會議論文。他的主要研究興趣是程式分析和測試。
Margarita N. Favorskaya 博士是俄羅斯聯邦 Reshetnev 西伯利亞國立科技大學資訊與計算技術系的教授及系主任。自 2010 年以來，Favorskaya 教授一直是 KES 組織的成員，並擔任 IPC 成員及超過 30 個國際會議的邀請會議主席。她是 200 篇計算機科學出版物和 20 本教育手冊的作者或合著者。在過去 10 年中，她為 Springer 合著或編輯了約 20 本書籍/會議論文集。她指導了九名博士候選人，目前正在指導四名博士生。她的主要研究興趣包括數位影像和視頻處理、遙感、模式識別、分形影像處理、人工智慧和資訊技術。
