03859nam a22005655i 4500 978-3-662-68290-6 DE-He213 20251030111757.0 cr nn 008mamaa 240331s2024 gw | s |||| 0|eng d 9783662682906 978-3-662-68290-6 10.1007/978-3-662-68290-6 doi Q334-342 TA347.A78 UYQ bicssc COM004000 bisacsh UYQ thema Mainzer, Klaus. author. aut http://id.loc.gov/vocabulary/relators/aut 74481 Limits of AI - theoretical, practical, ethical [electronic resource] / by Klaus Mainzer, Reinhard Kahle. 1st ed. 2024. Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2024. XII, 158 p. 22 illus., 5 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Technik im Fokus, 2194-0789 The Concept of Artificial Intelligence -- Practical limits -- Theoretical limits -- Conceptual boundaries -- Prospects for Hybrid AI -- Bibliography. 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. About the Authors Klaus 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. Artificial intelligence. 58441 Computational intelligence. 64052 Engineering mathematics. 64145 Engineering Data processing. Artificial Intelligence. 58441 Computational Intelligence. 64052 Mathematical and Computational Engineering Applications. Kahle, Reinhard. author. aut http://id.loc.gov/vocabulary/relators/aut 74482 SpringerLink (Online service) Springer Nature eBook Printed edition: 9783662682890 Printed edition: 9783662682913 Technik im Fokus, 2194-0789 74483 https://doi.org/10.1007/978-3-662-68290-6 ZDB-2-ENG ZDB-2-SXE 58847 58847