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Limits of AI - theoretical, practical, ethical

Klaus Mainzer, Reinhard Kahle (Autoren)

Buch | Softcover

XII, 158 Seiten

2024 | 2024
Springer Berlin (Verlag)
978-3-662-68289-0 (ISBN)

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Artificial intelligence is a key technology with great expectations in science, industry, and everyday life. This book discusses both the perspectives and the limitations of this technology. This concerns the practical, theoretical, and conceptual challenges that AI has to face. In an early phase of symbolic AI, AI focused on formal programs (e.g., expert systems), in which rule-based knowledge was processed with the help of symbolic logic. Today, AI is dominated by statistics-based machine learning methods and Big Data. While this sub-symbolic AI is extremely successful (e.g., chatbots like ChatGPT), it is often not transparent. The book argues for explainable and reliable AI, in which the logical and mathematical foundations of AI-algorithms become understandable and verifiable.

lt;b>About the AuthorsKlaus Mainzer teaches as Emeritus of Excellence at the Technical University of Munich and as Senior Professor at the Carl Friedrich von Weizsäcker Center at the University of Tübingen. He is President of the European Academy of Sciences and Arts. His research focuses on complexity and computability theory, foundations of artificial intelligence, philosophy of science and technology, future issues of the technical-scientific world.

Reinhard Kahle is Carl Friedrich von Weizsäcker Endowed Professor of Theory and History of Science at the University of Tübingen. His research interests include proof theory and the history and philosophy of modern mathematical logic, foundations of computer science and the philosophical reflection of science as currently propagated in artificial intelligence.

The Concept of Artificial Intelligence.- Practical limits.- Theoretical limits.- Conceptual boundaries.- Prospects for Hybrid AI.- Bibliography.

Erscheinungsdatum	01.04.2024
Reihe/Serie	Technik im Fokus
Zusatzinfo	XII, 158 p. 22 illus., 5 illus. in color.
Verlagsort	Berlin
Sprache	englisch
Maße	127 x 203 mm
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
Schlagworte	AI • Automats • Data quantity and data quality • Ethical and social limits of AI • Expert Systems • Hybrid AI • Intelligent Systems • Neural networks • neuromorphic AI • Quantum AI • the concept of artificial intelligence • Theoretical limits of artificial intelligence (AI)
ISBN-10	3-662-68289-3 / 3662682893
ISBN-13	978-3-662-68289-0 / 9783662682890
Zustand	Neuware