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Explainable AI: Foundations, Methodologies and Applications
Taschenbuch von Mayuri Mehta (u. a.)
Sprache: Englisch

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Beschreibung
This book presents an overview and several applications of explainable artificial intelligence (XAI). It covers different aspects related to explainable artificial intelligence, such as the need to make the AI models interpretable, how black box machine/deep learning models can be understood using various XAI methods, different evaluation metrics for XAI, human-centered explainable AI, and applications of explainable AI in health care, security surveillance, transportation, among other areas.

The book is suitable for students and academics aiming to build up their background on explainable AI and can guide them in making machine/deep learning models more transparent. The book can be used as a reference book for teaching a graduate course on artificial intelligence, applied machine learning, or neural networks. Researchers working in the area of AI can use this book to discover the recent developments in XAI. Besides its use in academia, this book could be used by practitioners in AI industries, healthcare industries, medicine, autonomous vehicles, and security surveillance, who would like to develop AI techniques and applications with explanations.
This book presents an overview and several applications of explainable artificial intelligence (XAI). It covers different aspects related to explainable artificial intelligence, such as the need to make the AI models interpretable, how black box machine/deep learning models can be understood using various XAI methods, different evaluation metrics for XAI, human-centered explainable AI, and applications of explainable AI in health care, security surveillance, transportation, among other areas.

The book is suitable for students and academics aiming to build up their background on explainable AI and can guide them in making machine/deep learning models more transparent. The book can be used as a reference book for teaching a graduate course on artificial intelligence, applied machine learning, or neural networks. Researchers working in the area of AI can use this book to discover the recent developments in XAI. Besides its use in academia, this book could be used by practitioners in AI industries, healthcare industries, medicine, autonomous vehicles, and security surveillance, who would like to develop AI techniques and applications with explanations.
Inhaltsverzeichnis
Black Box Models for eXplainable Artificial Intelligence.- Fundamental Fallacies in Definitions of Explainable AI: Explainable to Whom and Why?.- An Overview of Explainable AI Methods, Forms and Frameworks.
Details
Erscheinungsjahr: 2023
Fachbereich: Technik allgemein
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Intelligent Systems Reference Library
Inhalt: xxii
256 S.
22 s/w Illustr.
64 farbige Illustr.
256 p. 86 illus.
64 illus. in color.
ISBN-13: 9783031128097
ISBN-10: 3031128095
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Redaktion: Mehta, Mayuri
Chatterjee, Indranath
Palade, Vasile
Herausgeber: Mayuri Mehta/Vasile Palade /Indranath Chatterjee
Auflage: 1st ed. 2023
Hersteller: Springer International Publishing
Intelligent Systems Reference Library
Maße: 235 x 155 x 16 mm
Von/Mit: Mayuri Mehta (u. a.)
Erscheinungsdatum: 21.10.2023
Gewicht: 0,429 kg
Artikel-ID: 127803795
Inhaltsverzeichnis
Black Box Models for eXplainable Artificial Intelligence.- Fundamental Fallacies in Definitions of Explainable AI: Explainable to Whom and Why?.- An Overview of Explainable AI Methods, Forms and Frameworks.
Details
Erscheinungsjahr: 2023
Fachbereich: Technik allgemein
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Intelligent Systems Reference Library
Inhalt: xxii
256 S.
22 s/w Illustr.
64 farbige Illustr.
256 p. 86 illus.
64 illus. in color.
ISBN-13: 9783031128097
ISBN-10: 3031128095
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Redaktion: Mehta, Mayuri
Chatterjee, Indranath
Palade, Vasile
Herausgeber: Mayuri Mehta/Vasile Palade /Indranath Chatterjee
Auflage: 1st ed. 2023
Hersteller: Springer International Publishing
Intelligent Systems Reference Library
Maße: 235 x 155 x 16 mm
Von/Mit: Mayuri Mehta (u. a.)
Erscheinungsdatum: 21.10.2023
Gewicht: 0,429 kg
Artikel-ID: 127803795
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