This book shows how neural networks are applied to computational mechanics. Part I presents the fundamentals of neural networks and other machine learning metho
This book provides a first course on deep learning in computational mechanics. The book starts with a short introduction to machine learning’s fundamental con
The use of machine learning in mechanics is booming. Algorithms inspired by developments in the field of artificial intelligence today cover increasingly varied
Computational Mechanics in solids, structures and coupled problems in engineering is today a mature science with applications to major industrial designs. This
This book highlights a comprehensive introduction to the fundamental statistical mechanics underneath the inner workings of neural networks. The book discusses