Adaptive Anomalies in Intelligent Systems (Paperback)
Idioma: inglés
Editorial: Independently Published, 2026
- Tapa blanda
- Nuevo
Librería: CitiRetail, Stevenage, Reino UnidoCitiRetail
Vendedor de AbeBooks desde 29 de junio de 2022
Condición: Nuevo
EUR 28,74
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Paperback. In an era where artificial intelligence systems are rapidly moving from static, predictable tools to autonomous, agentic entities, the most dangerous risk is not "intelligence"-it is opacity. As AI agents begin to make decisions, execute code, and orchestrate complex workflows across your infrastructure, the difference between a breakthrough innovation and a system-wide failure often comes down to one critical capability: the ability to detect, explain, and harness unexpected behavior.Adaptive Anomalies in Intelligent Systems is the definitive architectural playbook for engineers, researchers, and system architects who refuse to settle for brittle, "black-box" models. This is not a theoretical manifesto; it is a rigorous, hands-on masterclass in building AI systems that are not just smart, but truly robust, interpretable, and self-correcting.Whether you are building complex agentic orchestrations, managing production-grade LLM deployments, or architecting secure machine learning pipelines, this book provides the comprehensive framework you need to navigate the "unknown unknowns" of the real world.Inside, you will discover how to: Master the Anatomy of Uncertainty: Move beyond simple threshold-based monitoring to categorize, measure, and accept aleatoric and epistemic uncertainty as a core property of your systems.Design Autonomous Critic Agents: Implement the "Actor-Critic" architectural pattern to ensure every autonomous action is validated by specialized, safety-focused logic.Peer into the Latent Space: Learn the advanced mathematics and dimensionality reduction techniques required to monitor the internal "reasoning" of deep learning models in real-time.Unmask the Black Box: Integrate interpreter layers-using SHAP, LIME, and attention-head visualization-to convert opaque model outputs into human-readable, auditable justifications.Engineer Self-Correcting Pipelines: Build automated adaptation loops that allow your systems to dynamically re-tune parameters, switch between specialized sub-models, and perform active learning without human intervention.Fortify Against Adversarial Threats: Secure your adaptive feedback loops against poisoning, boundary manipulation, and evasion attacks using multi-model validation and statistical sanitization.Apply Real-World Blueprints: Access a comprehensive case study on deploying a "Financial Integrity Agent," providing you with a production-ready model for high-stakes, autonomous orchestration.Unlike piecemeal tutorials, this book delivers a complete, professional journey-blending rigorous theory with the practical, hands-on expertise required to compete with industry-leading technical publishers. You will learn to move from a reactive posture to a proactive, architectural one, transforming the friction of unexpected behavior into the fuel for your model's continued evolution.Perfect for AI/ML engineers, systems architects, data scientists, and technical leads - this is the essential resource for anyone tasked with building AI that must work reliably in the real world. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.…
N° de ref. del artículo 9798181673311
- Título
- Adaptive Anomalies in Intelligent Systems (Paperback)
- Autor
- Alvin Owens
- Editorial
- Independently Published
- Año de publicación
- 2026
- Estado
- new
- Encuadernación
- Paperback
- Idioma
- inglés
- ISBN 13
- 9798181673311
In an era where artificial intelligence systems are rapidly moving from static, predictable tools to autonomous, agentic entities, the most dangerous risk is not "intelligence"—it is opacity. As AI agents begin to make decisions, execute code, and orchestrate complex workflows across your infrastructure, the difference between a breakthrough innovation and a system-wide failure often comes down to one critical capability: the ability to detect, explain, and harness unexpected behavior.
Adaptive Anomalies in Intelligent Systems is the definitive architectural playbook for engineers, researchers, and system architects who refuse to settle for brittle, "black-box" models. This is not a theoretical manifesto; it is a rigorous, hands-on masterclass in building AI systems that are not just smart, but truly robust, interpretable, and self-correcting.
Whether you are building complex agentic orchestrations, managing production-grade LLM deployments, or architecting secure machine learning pipelines, this book provides the comprehensive framework you need to navigate the "unknown unknowns" of the real world.
Inside, you will discover how to:-
Master the Anatomy of Uncertainty: Move beyond simple threshold-based monitoring to categorize, measure, and accept aleatoric and epistemic uncertainty as a core property of your systems.
-
Design Autonomous Critic Agents: Implement the "Actor-Critic" architectural pattern to ensure every autonomous action is validated by specialized, safety-focused logic.
-
Peer into the Latent Space: Learn the advanced mathematics and dimensionality reduction techniques required to monitor the internal "reasoning" of deep learning models in real-time.
-
Unmask the Black Box: Integrate interpreter layers—using SHAP, LIME, and attention-head visualization—to convert opaque model outputs into human-readable, auditable justifications.
-
Engineer Self-Correcting Pipelines: Build automated adaptation loops that allow your systems to dynamically re-tune parameters, switch between specialized sub-models, and perform active learning without human intervention.
-
Fortify Against Adversarial Threats: Secure your adaptive feedback loops against poisoning, boundary manipulation, and evasion attacks using multi-model validation and statistical sanitization.
-
Apply Real-World Blueprints: Access a comprehensive case study on deploying a "Financial Integrity Agent," providing you with a production-ready model for high-stakes, autonomous orchestration.
Unlike piecemeal tutorials, this book delivers a complete, professional journey—blending rigorous theory with the practical, hands-on expertise required to compete with industry-leading technical publishers. You will learn to move from a reactive posture to a proactive, architectural one, transforming the friction of unexpected behavior into the fuel for your model's continued evolution.
Perfect for AI/ML engineers, systems architects, data scientists, and technical leads — this is the essential resource for anyone tasked with building AI that must work reliably in the real world.
“Sinopsis” puede pertenecer a otra edición de este título.
CitiRetail
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Vendedor de AbeBooks desde 29 de junio de 2022
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