{"product_id":"robust-ai-agents-with-probabilistic-ethan-tyson-9798294252250","title":"Robust AI Agents with Probabilistic Models: Practical Guide for Building Trustworthy, Adaptive Machine Learning Solutions","description":"\u003cb\u003eRobust AI Agents with Probabilistic Models: Practical Guide for Building Trustworthy, Adaptive Machine Learning Solutions\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eHow do you trust an AI agent with critical decisions when the world refuses to play by the rules?\u003cbr\u003eModern machine learning models shine in controlled environments-but when ambiguity, novelty, or risk enters the scene, most systems falter. If you're a developer, engineer, or data scientist who demands more than brittle predictions, this book is your practical guide to building AI agents that anticipate uncertainty and thrive in real-world chaos. \u003cp\u003e\u003c\/p\u003eRobust AI Agents with Probabilistic Models: Practical Guide for Building Trustworthy, Adaptive Machine Learning Solutions reveals step-by-step strategies to help you design, implement, and deploy agents that recognize their own limitations and adapt when conditions change. Discover why uncertainty is the cornerstone of reliability and how probabilistic modeling transforms \"black box\" systems into trusted digital partners. \u003cp\u003e\u003c\/p\u003e\u003cb\u003eInside, you'll master: \u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eDesigning Bayesian neural networks and Gaussian process models for real, actionable confidence estimates \u003cp\u003e\u003c\/p\u003eBuilding active learning and reinforcement learning agents that make the most of limited data \u003cp\u003e\u003c\/p\u003eDeploying robust models in production using FastAPI, Docker, and scalable MLOps practices \u003cp\u003e\u003c\/p\u003eMonitoring, recalibrating, and debugging deployed agents to handle drift, degradation, and evolving threats \u003cp\u003e\u003c\/p\u003eCreating explainable, transparent pipelines that earn stakeholder trust and regulatory approval \u003cp\u003e\u003c\/p\u003eExtending uncertainty-aware strategies to multi-agent collaboration, supply chain optimization, robotics, and beyond \u003cp\u003e\u003c\/p\u003eYou'll gain hands-on, production-ready code examples, practical templates, and proven recipes for everything from calibration and anomaly detection to ethical, fairness-aware agent behavior. Every technique is engineered for immediate application-no fluff, no overpromising, just real solutions for building systems you can trust.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Ethan Tyson\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798294252250\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 07\/26\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 136\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.55lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.29d","brand":"Ethan Tyson","offers":[{"title":"Paperback","offer_id":48997064704255,"sku":"9798294252250","price":19.5,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/robust-ai-agents-with-probabilistic-ethan-tyson-9798294252250","provider":"WR Book House","version":"1.0","type":"link"}