Verwandte Artikel zu DETERMINISTIC SUSTAINABLE COST-EFFICIENT ARTIFICIAL...

DETERMINISTIC SUSTAINABLE COST-EFFICIENT ARTIFICIAL INTELLIGENCE: A Complementary Computational Framework - Softcover

CEKIRGE, Huseyin Murat

 
9798186095323: DETERMINISTIC SUSTAINABLE COST-EFFICIENT ARTIFICIAL INTELLIGENCE: A Complementary Computational Framework
Softcover
ISBN 13: 9798186095323
Verlag: Independently published, 2026

Inhaltsangabe

Deterministic Sustainable Cost-Efficient Artificial Intelligence presents a complementary deterministic (non-iterative) perspective on artificial intelligence. Rather than treating learning exclusively as an iterative optimization process, this book explores conditions under which learning may be formulated as a structural equilibrium problem and computed directly through algebraic methods.
The book develops the Cekirge σ-Regularized Framework, a deterministic approach in which learning is obtained through closed-form computation instead of repeated gradient-based optimization. Topics include deterministic learning, perturbation analysis, structural equilibrium, transformer architectures, regularization, scalability, energy-efficient computation, and deterministic inference.
Rather than replacing existing optimization-based methods, this work introduces a complementary mathematical framework intended to stimulate discussion, further research, and experimental validation.
The book is intended for researchers, graduate students, engineers, and professionals working in artificial intelligence, machine learning, computational mathematics, optimization, and sustainable computing.

Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.

Verlag
Independently published
Erscheinungsdatum
2026
Sprache
Englisch
ISBN 13 
9798186095323
Einband
Taschenbuch
Anzahl der Seiten
267
Kontakt zum Hersteller
Manufactured by Amazon on behalf of the author
https://www.amazon.de/hz/contact-us

c/o Amazon Media EU S.à.r.l., 38 Avenue John F. Kennedy
Luxembourg
L-1855
Luxemburg