{"product_id":"adversarial-ai-threat-response-and-goran-trajkovski-9798868823077","title":"Adversarial AI Threat Response and Secure Model Design: Practical Techniques for Detecting, Preventing, and Managing AI Vulnerabilities","description":"\u003cp\u003eAs artificial intelligence becomes embedded in everything from healthcare diagnostics to financial systems and autonomous vehicles, the stakes for AI security have never been higher. \u003cem\u003eAdversarial AI Threat Response and Secure Model Design\u003c\/em\u003e is your essential guide to understanding, defending against, and designing resilient machine learning systems in the face of growing adversarial threats.\u003c\/p\u003e \u003cp\u003eWritten by a leading expert in AI security and policy, this book delivers a combination of technical depth, practical implementation, and strategic insight. It begins by mapping the full landscape of adversarial threats--evasion, poisoning, model extraction, backdoors, and more--across diverse data modalities and real-world applications. From there, it equips readers with a robust toolkit of detection and defense techniques, including adversarial training, anomaly detection, and formal robustness certification.\u003c\/p\u003e \u003cp\u003eBut this book goes beyond code. It explores the organizational, ethical, and regulatory dimensions of AI security, offering guidance on risk quantification, explainability, and compliance with frameworks like the EU AI Act. With hands-on projects, open-source tools, and case studies in high-stakes domains, readers will learn to design secure-by-default systems that are not only technically sound but socially responsible.\u003c\/p\u003e \u003cp\u003eWhether you're an AI engineer deploying models in production, a cybersecurity professional defending intelligent systems, or an educator preparing the next generation of AI talent, this book provides the clarity, rigor, and foresight needed to stay ahead of adversarial threats. It's not just a reference--it's a roadmap for building trustworthy AI.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e\u003cstrong\u003e What You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eUnderstand the full spectrum of adversarial threats to AI systems, including evasion, poisoning, backdoor injection, and model extraction, across vision, language, and multimodal applications.\u003c\/li\u003e \u003cli\u003eApply practical detection and defense techniques using real tools and code, including adversarial training, statistical anomaly detection, input preprocessing, and ensemble defenses.\u003c\/li\u003e \u003cli\u003eEvaluate and balance trade-offs between accuracy, robustness, performance, and interpretability in the design of secure machine learning systems.\u003c\/li\u003e \u003cli\u003eNavigate the regulatory, ethical, and risk management challenges associated with adversarial AI, including disclosure practices, auditability, and compliance with emerging AI laws.\u003c\/li\u003e \u003cli\u003eDesign, implement, and test secure-by-design AI solutions through hands-on projects and real-world case studies that span sectors such as healthcare, finance, and autonomous systems.\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003cstrong\u003eWho This Book is for: \u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eWritten for technical professionals and researchers who are building, deploying, or securing machine learning systems in real-world environments. The primary audience includes machine learning engineers, AI developers, cybersecurity professionals, and graduate-level students in computer science, data science, and applied AI programs. It is also relevant for technical leads, architects, and academic instructors designing secure AI curricula or systems in regulated or high-stakes domains.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Goran Trajkovski\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798868823077\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/16\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 541\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.77lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 1.17d","brand":"Goran Trajkovski","offers":[{"title":"Paperback","offer_id":48588376375551,"sku":"9798868823077","price":59.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/adversarial-ai-threat-response-and-goran-trajkovski-9798868823077","provider":"WR Book House","version":"1.0","type":"link"}