Smart systems need smarter defenses. As AI moves from prototypes to mission-critical products, attackers are moving with it. AI Security: Safeguarding Intelligent Systems from Threats is your practical playbook for protecting models, data, and users across the entire AI lifecycle-from data collection and training to deployment and monitoring. Inside, you'll learn how to: Map the AI attack surface with threat modeling for data, models, pipelines, and endpoints. Recognize and mitigate adversarial ML : evasion ...
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Smart systems need smarter defenses. As AI moves from prototypes to mission-critical products, attackers are moving with it. AI Security: Safeguarding Intelligent Systems from Threats is your practical playbook for protecting models, data, and users across the entire AI lifecycle-from data collection and training to deployment and monitoring. Inside, you'll learn how to: Map the AI attack surface with threat modeling for data, models, pipelines, and endpoints. Recognize and mitigate adversarial ML : evasion, poisoning, model extraction, inversion, and membership inference. Defend LLMs against real-world risks: prompt injection, jailbreaks, indirect prompt attacks, data leakage , and output manipulation. Build secure MLOps/MLSecOps : secrets management, supply-chain integrity, CI/CD for models, and reproducible builds. Protect sensitive data using differential privacy, federated learning, secure enclaves , and policy-driven governance. Harden inference with rate limiting, content filters, guardrails, and human-in-the-loop escalation . Operationalize security with red teaming, risk scoring, continuous monitoring, drift and abuse detection , and incident response. Align with compliance and assurance : documentation, evaluations, model cards, audit trails, and provenance/watermarking. Packed with checklists, playbooks, and field-tested patterns, this book gives engineers, security teams, and leaders the tools to ship AI systems that are resilient, reliable, and responsible . Who This Book Is For Security engineers and red teamers confronting AI-specific threats ML/AI engineers and architects embedding security into pipelines Product and risk leaders accountable for safe AI deployments Students and practitioners seeking a modern foundation in AI security If your AI creates value, it attracts attackers. Secure it-end to end.
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Add this copy of AI Security Safeguarding Intelligent Systems from to cart. £18.57, new condition, Sold by Ingram Customer Returns Center rated 5.0 out of 5 stars, ships from NV, USA, published 2025 by Independently Published.