Generative AI Security: Theories and Practices
暫譯: 生成式人工智慧安全：理論與實踐
Huang, Ken, Wang, Yang, Goertzel, Ben
商品描述
This book explores the revolutionary intersection of Generative AI (GenAI) and cybersecurity. It presents a comprehensive guide that intertwines theories and practices, aiming to equip cybersecurity professionals, CISOs, AI researchers, developers, architects and college students with an understanding of GenAI's profound impacts on cybersecurity.
The scope of the book ranges from the foundations of GenAI, including underlying principles, advanced architectures, and cutting-edge research, to specific aspects of GenAI security such as data security, model security, application-level security, and the emerging fields of LLMOps and DevSecOps. It explores AI regulations around the globe, ethical considerations, the threat landscape, and privacy preservation. Further, it assesses the transformative potential of GenAI in reshaping the cybersecurity landscape, the ethical implications of using advanced models, and the innovative strategies required to secure GenAI applications. Lastly, the book presents an in-depth analysis of the security challenges and potential solutions specific to GenAI, and a forward-looking view of how it can redefine cybersecurity practices. By addressing these topics, it provides answers to questions on how to secure GenAI applications, as well as vital support with understanding and navigating the complex and ever-evolving regulatory environments, and how to build a resilient GenAI security program.
The book offers actionable insights and hands-on resources for anyone engaged in the rapidly evolving world of GenAI and cybersecurity.商品描述(中文翻譯)
本書探討了生成式人工智慧（Generative AI, GenAI）與網路安全之間的革命性交集。它提供了一本綜合指南，將理論與實踐交織在一起，旨在幫助網路安全專業人員、首席資訊安全官（CISO）、人工智慧研究人員、開發者、架構師及大學生理解GenAI對網路安全的深遠影響。
本書的範圍涵蓋了GenAI的基礎，包括其基本原則、高級架構和前沿研究，還有GenAI安全的具體方面，如數據安全、模型安全、應用層安全，以及新興領域的LLMOps和DevSecOps。它探討了全球的人工智慧法規、倫理考量、威脅環境和隱私保護。此外，本書評估了GenAI在重塑網路安全格局方面的變革潛力、使用先進模型的倫理影響，以及確保GenAI應用所需的創新策略。最後，本書深入分析了特定於GenAI的安全挑戰和潛在解決方案，並展望了它如何重新定義網路安全實踐。通過探討這些主題，本書回答了如何保護GenAI應用的問題，並提供了理解和應對複雜且不斷演變的法規環境的關鍵支持，以及如何建立一個具有韌性的GenAI安全計劃。
本書為任何參與快速發展的GenAI和網路安全領域的人士提供了可行的見解和實用資源。
作者簡介
Ken Huang is the CEO of DistributedApps.ai, a company advancing Generative AI through training and consulting. He is also the VP of Research and Chair of the Blockchain Security Working Group for CSA GCR. Ken has authored multiple books on blockchain and Web3 and has over 20 years of experience specializing in application security, identity and access management, and cloud security for fintech and government agencies. Ken is an invited speaker at conferences hosted by organizations such as Davos WEF and CoinDesk Consensus. Ken coauthored the book "Blockchain and Web3" recognized as a must-read in 2023. Ken is a core contributor of OWASP Top 10 for Large Language Model Applications.
Yang Wang is Vice-President for Institutional Advancement of the Hong Kong University of Science and Technology, China. He is an internationally respected scholar with wide-ranging research interests, having published over 100 research journal papers in both pure and interdisciplinary mathematics. He received his Ph.D. degree from Harvard University, USA, and was a faculty member of the Georgia Institute of Technology, before becoming the Department Chair of Mathematics at Michigan State University, USA.
Ben Goertzel is a cognitive scientist, artificial intelligence researcher, CEO and Founder of SingularityNET, and former Chief Scientist of Hanson Robotics which created Sophia Robot. He is leader of the OpenCog Foundation, the AGI Society, as well as chair of Humanity+.
Yale Li is Deputy Chairman of the World Digital Technology Academy (WDTA) and Chairman of the Cloud Security Alliance (CSA) Greater China Region and its Security Coordinating Body. He is a Senior Fellow and Adjunct Professor at Xi'an Jiaotong University and a Visiting Professor at Nanjing University of Telecommunications and Posts, China. He is one of the earliest Certificate of Cloud Security Knowledge (CCSK) credential holders. Since late 2014, he has held the position of Chief Cybersecurity Expert (VP Level) at Huawei in China, where he has played a key role in providing technical leadership. He has also authored several books and many articles.
Sean Wright is SVP at Security Universal Music Group with 20+ years of Information and Physical Security program development, architecture and design, and hands-on technical experience with a track record of delivering risk based business aligned security solutions. He is acknowledged for exceptional performance in program development and implementation of multiple highly complex projects. He is an innovator in the security industry contributing to advancements in digital forensics, audio watermarking, DCinema Cert creation, firewall clustering, intrusion detection, V1.0 VISA CISP (PCI) and more recently AI security, trust and ethics framework development and enterprise AI readiness. Sean sits on several advisory boards helping companies achieve rapid growth and market acceptance as well as serving as a contributing advisorymember for several industry and collegiate organizations locally to internationally.
Jyoti Ponnapalli is SVP, Head of Innovation Strategy & Research at Truist Bank where she leads the Innovation Strategy and Research Portfolio within the Experience & Innovation Team. She has 18+ years of experience leading emerging technology and complex digital transformations for Fortune 500 companies across various industries including Finance, Telecom, Airline, Energy, and Food & Beverage. She has contributed to white papers, and peer-reviewed publications, and is an industry speaker at Global Blockchain Conferences.
作者簡介(中文翻譯)
Ken Huang 是 DistributedApps.ai 的執行長，該公司透過訓練和諮詢推進生成式人工智慧。他同時擔任 CSA GCR 的研究副總裁及區塊鏈安全工作組主席。Ken 著有多本關於區塊鏈和 Web3 的書籍，並擁有超過 20 年的經驗，專注於金融科技和政府機構的應用安全、身份與存取管理以及雲安全。Ken 是 Davos WEF 和 CoinDesk Consensus 等組織舉辦的會議的受邀演講者。他共同撰寫的書籍《Blockchain and Web3》在 2023 年被認為是必讀書籍。Ken 也是 OWASP 大型語言模型應用的十大核心貢獻者之一。
Yang Wang 是香港科技大學的機構發展副校長。他是一位國際公認的學者，研究興趣廣泛，已在純數學和跨學科數學領域發表超過 100 篇研究期刊論文。他在美國哈佛大學獲得博士學位，曾任喬治亞理工學院的教職，後來成為美國密西根州立大學數學系的系主任。
Ben Goertzel 是一位認知科學家、人工智慧研究者、SingularityNET 的執行長及創始人，並曾擔任 Hanson Robotics 的首席科學家，該公司創造了 Sophia Robot。他是 OpenCog 基金會和 AGI 社會的領導者，也是 Humanity+ 的主席。
Yale Li 是世界數位科技學院 (WDTA) 的副主席，以及雲安全聯盟 (CSA) 大中華區的主席及其安全協調機構的主席。他是西安交通大學的高級研究員和兼任教授，並擔任中國南京郵電大學的訪問教授。他是最早獲得雲安全知識證書 (CCSK) 的持有者之一。自 2014 年底以來，他在中國華為擔任首席網路安全專家 (副總裁級別)，在提供技術領導方面發揮了關鍵作用。他還著有多本書籍和許多文章。
Sean Wright 是安全環球音樂集團的高級副總裁，擁有超過 20 年的信息和物理安全計劃開發、架構設計及實際技術經驗，並在提供基於風險的商業對齊安全解決方案方面有著良好的記錄。他因在多個高度複雜項目的計劃開發和實施中的卓越表現而受到認可。他是安全行業的創新者，對數位取證、音頻水印、DCinema 認證創建、防火牆集群、入侵檢測、V1.0 VISA CISP (PCI) 以及最近的人工智慧安全、信任和倫理框架開發及企業人工智慧準備等方面的進展做出了貢獻。Sean 參與多個諮詢委員會，幫助公司實現快速增長和市場接受度，並作為多個行業和學院組織的貢獻顧問成員，從地方到國際。
Jyoti Ponnapalli 是 Truist Bank 的高級副總裁，負責創新策略與研究，領導體驗與創新團隊中的創新策略和研究組合。她擁有超過 18 年的經驗，為《財富》500 強公司在金融、電信、航空、能源和食品飲料等各行業領導新興技術和複雜的數位轉型。她曾撰寫白皮書和同行評審的出版物，並在全球區塊鏈會議上擔任行業演講者。
