Adversarial Ai Attacks Mitigations And Defense Strategies
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Adversarial AI Attacks, Mitigations, and Defense Strategies
Author: John Sotiropoulos
language: en
Publisher: Packt Publishing Ltd
Release Date: 2024-07-26
“The book not only explains how adversarial attacks work but also shows you how to build your own test environment and run attacks to see how they can corrupt ML models. It's a comprehensive guide that walks you through the technical details and then flips to show you how to defend against these very same attacks.” – Elaine Doyle, VP and Cybersecurity Architect, Salesforce Get With Your Book: PDF Copy, AI Assistant, and Next-Gen Reader Free Key Features Understand the unique security challenges presented by predictive and generative AI Explore common adversarial attack strategies as well as emerging threats such as prompt injection Mitigate the risks of attack on your AI system with threat modeling and secure-by-design methods Book DescriptionAdversarial attacks trick AI systems with malicious data, creating new security risks by exploiting how AI learns. This challenges cybersecurity as it forces us to defend against a whole new kind of threat. This book demystifies adversarial attacks and equips you with the skills to secure AI technologies, moving beyond research hype or business-as-usual activities. Learn how to defend AI and LLM systems against manipulation and intrusion through adversarial attacks such as poisoning, trojan horses, and model extraction, leveraging DevSecOps, MLOps, and other methods to secure systems. This strategy-based book is a comprehensive guide to AI security, combining structured frameworks with practical examples to help you identify and counter adversarial attacks. Part 1 introduces the foundations of AI and adversarial attacks. Parts 2, 3, and 4 cover key attack types, showing how each is performed and how to defend against them. Part 5 presents secure-by-design AI strategies, including threat modeling, MLSecOps, and guidance aligned with OWASP and NIST. The book concludes with a blueprint for maturing enterprise AI security based on NIST pillars, addressing ethics and safety under Trustworthy AI. By the end of this book, you’ll be able to develop, deploy, and secure AI systems against the threat of adversarial attacks effectively.What you will learn Set up a playground to explore how adversarial attacks work Discover how AI models can be poisoned and what you can do to prevent this Learn about the use of trojan horses to tamper with and reprogram models Understand supply chain risks Examine how your models or data can be stolen in privacy attacks See how GANs are weaponized for Deepfake creation and cyberattacks Explore emerging LLM-specific attacks, such as prompt injection Leverage DevSecOps, MLOps and MLSecOps to secure your AI system Who this book is for This book tackles AI security from both angles - offense and defence. AI developers and engineers will learn how to create secure systems, while cybersecurity professionals, such as security architects, analysts, engineers, ethical hackers, penetration testers, and incident responders will discover methods to combat threats to AI and mitigate the risks posed by attackers. The book also provides a secure-by-design approach for leaders to build AI with security in mind. To get the most out of this book, you’ll need a basic understanding of security, ML concepts, and Python.
Cyber Security Kill Chain - Tactics and Strategies
Understand the cyber kill chain framework and discover essential tactics and strategies to effectively prevent cyberattacks Key Features Explore each stage of the cyberattack process using the cyber kill chain and track threat actor movements Learn key components of threat intelligence and how they enhance the cyber kill chain Apply practical examples and case studies for effective, real-time responses to cyber threats Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionGain a strategic edge in cybersecurity by mastering the systematic approach to identifying and responding to cyber threats through a detailed exploration of the cyber kill chain framework. This guide walks you through each stage of the attack, from reconnaissance and weaponization to exploitation, command and control (C2), and actions on objectives. Written by cybersecurity leaders Gourav Nagar, Director of Information Security at BILL Holdings, with prior experience at Uber and Apple, and Shreyas Kumar, Professor of Practice at Texas A&M, and former expert at Adobe and Oracle, this book helps enhance your cybersecurity posture. You’ll gain insight into the role of threat intelligence in boosting the cyber kill chain, explore the practical applications of the framework in real-world scenarios, and see how AI and machine learning are revolutionizing threat detection. You’ll also learn future-proofing strategies and get ready to counter sophisticated threats like supply chain attacks and living-off-the-land attacks, and the implications of quantum computing on cybersecurity. By the end of this book, you’ll have gained the strategic understanding and skills needed to protect your organization's digital infrastructure in the ever-evolving landscape of cybersecurity.What you will learn Discover methods, tools, and best practices to counteract attackers at every stage Leverage the latest defensive measures to thwart command-and-control activities Understand weaponization and delivery techniques to improve threat recognition Implement strategies to prevent unauthorized installations and strengthen security Enhance threat prediction, detection, and automated response with AI and ML Convert threat intelligence into actionable strategies for enhancing cybersecurity defenses Who this book is for This book is for cybersecurity professionals, IT administrators, network engineers, students, and business leaders who want to understand modern cyber threats and defense strategies. It’s also a valuable resource for decision-makers seeking insight into cybersecurity investments and strategic planning. With clear explanation of cybersecurity concepts suited to all levels of expertise, this book equips you to apply the cyber kill chain framework in real-world scenarios, covering key topics such as threat actors, social engineering, and infrastructure security.
The Cybersecurity Control Playbook
Implement effective cybersecurity measures for all organizations Cybersecurity is one of the central concerns of our digital age. In an increasingly connected world, protecting sensitive data, maintaining system integrity, and ensuring privacy have never been more important. The Cybersecurity Control Playbook offers a step-by-step guide for implementing cybersecurity controls that will protect businesses and prepare them to compete in an overwhelmingly networked landscape. With balanced coverage of both foundational and advanced topics, and concrete examples throughout, this is a must-own resource for professionals looking to keep their businesses safe and secure. Readers will also find: Clear, jargon-free language that makes it accessible to a wide range of readers An introduction to developing, deploying, monitoring, testing, and retiring controls and control frameworks across large, medium, and small enterprises A system for identifying, prioritizing, and managing cyber risks based on the MITRE ATT&CK framework, with additional coverage of other key cybersecurity frameworks The Cybersecurity Control Playbook is ideal for cybersecurity practitioners, IT professionals, and security managers who are responsible for implementing and managing cybersecurity strategies in their organizations.