The Geometry of Intelligence: Foundations of Transformer Networks in Deep Learning
Springer Nature Singapore
ISBN 9789819647064
Standardpreis
Bibliografische Daten
eBook. PDF
2025
XXI, 361 p. 8 illus., 6 illus. in color..
In englischer Sprache
Umfang: 361 S.
Verlag: Springer Nature Singapore
ISBN: 9789819647064
Weiterführende bibliografische Daten
Das Werk ist Teil der Reihe: Studies in Big Data
Produktbeschreibung
This book offers an in-depth exploration of the mathematical foundations underlying transformer networks, the cornerstone of modern AI across various domains. Unlike existing literature that focuses primarily on implementation, this work delves into the elegant geometry, symmetry, and mathematical structures that drive the success of transformers. Through rigorous analysis and theoretical insights, the book unravels the complex relationships and dependencies that these models capture, providing a comprehensive understanding of their capabilities. Designed for researchers, academics, and advanced practitioners, this text bridges the gap between practical application and theoretical exploration. Readers will gain a profound understanding of how transformers operate in abstract spaces, equipping them with the knowledge to innovate, optimize, and push the boundaries of AI. Whether you seek to deepen your expertise or pioneer the next generation of AI models, this book is an essential resource on the mathematical principles of transformers.
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