{"product_id":"understanding-explainable-ai-von-ramchandra-s-mangrulkar-nonita-sharma-monika-mangla-und-nilesh-patil","title":"Understanding Explainable AI","description":"\n                                \n                \u003cp\u003e\n                                        \n                    \u003cem\u003eUnderstanding Explainable AI\u003c\/em\u003e\n                                         is a clear and practical guide to making sense of how modern AI systems think, decide, and justify their predictions. This book introduces the foundations of Explainable Artificial Intelligence (XAI), explaining why interpretability matters, what types of explanations exist, and how ethical, fair, and responsible AI can be achieved.\n                \n                \u003c\/p\u003e\n                                \n                \n                \u003cp\u003eBeginning with core concepts such as black-box versus white-box models and interpretable data representations, the book builds a strong conceptual and mathematical base, supported by intuitive Python examples that make complex ideas accessible to students, practitioners, and early-career researchers. Guiding you from simple linear models and decision trees to advanced local and global explanation techniques, the book explores widely used XAI methods such as LIME, SHAP, counterfactuals, partial dependence plots, and surrogate models. It then moves deeper into neural network interpretability, feature visualization, and concept detection, helping you understand what deep models actually learn. The final chapters demonstrate how XAI techniques are applied in real-world scenarios across industries, showing how interpretability improves confidence, accountability, and decision-making.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003eBy the end of the book, you will be equipped to design, analyze, and deploy AI systems that are not only accurate, but also transparent and trustworthy.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e\n                                        \n                    \u003cstrong\u003eWhat You Will Learn:\u003c\/strong\u003e\n                                    \n                \u003c\/p\u003e\n                                \n                \n                \u003cul\u003e\n                                        \n                    \n                    \u003cli\u003eEthics, Fairness, and Responsible AI\u003c\/li\u003e\n                                        \n                    \n                    \u003cli\u003eUnderstanding Models and Data with Black-Box vs White-Box Models\u003c\/li\u003e\n                                        \n                    \n                    \u003cli\u003eImplementing models and principles with simple Python Examples\u003c\/li\u003e\n                                        \n                    \n                    \u003cli\u003eDemonstrating Local Model-Agnostic XAI Methods\u003c\/li\u003e\n                                        \n                    \n                    \u003cli\u003eApplications of XAI in Healthcare, Finance, Agriculture, and more\u003c\/li\u003e\n                                        \n                \n                \u003c\/ul\u003e\n                                \n                \n                \u003cp\u003e\n                                        \n                    \u003cstrong\u003eWho This Book Is For:\u003c\/strong\u003e\n                                    \n                \u003c\/p\u003e\n                                \n                \n                \u003cp\u003eAI Engineers, Researchers, and Students\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9798868830228\"\u003e\u003ch3\u003eInterpreting XAI Models\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9798868830228","offer_id":58192625860933,"sku":"9798868830228","price":58.84,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/bac16eb0-4979-456a-b461-15273e05d5e1.jpg?v=1781676312","url":"https:\/\/shop.autorenwelt.de\/products\/understanding-explainable-ai-von-ramchandra-s-mangrulkar-nonita-sharma-monika-mangla-und-nilesh-patil","provider":"Autorenwelt Shop","version":"1.0","type":"link"}