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Computational Mechanics with Neural Networks
Language: en
Pages: 233
Authors: Genki Yagawa
Categories: Technology & Engineering
Type: BOOK - Published: 2021-02-26 - Publisher: Springer Nature

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This book shows how neural networks are applied to computational mechanics. Part I presents the fundamentals of neural networks and other machine learning metho
Deep Learning in Computational Mechanics
Language: en
Pages: 108
Authors: Stefan Kollmannsberger
Categories: Technology & Engineering
Type: BOOK - Published: 2021-08-05 - Publisher: Springer Nature

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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
Statistical Mechanics of Neural Networks
Language: en
Pages: 302
Authors: Haiping Huang
Categories: Science
Type: BOOK - Published: 2022-01-04 - Publisher: Springer Nature

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This book highlights a comprehensive introduction to the fundamental statistical mechanics underneath the inner workings of neural networks. The book discusses
Computational Mechanics with Deep Learning
Language: en
Pages: 408
Authors: Genki Yagawa
Categories: Technology & Engineering
Type: BOOK - Published: 2022-10-31 - Publisher: Springer Nature

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This book is intended for students, engineers, and researchers interested in both computational mechanics and deep learning. It presents the mathematical and co
Tensor Voting
Language: en
Pages: 126
Authors: Philippos Mordohai
Categories: Technology & Engineering
Type: BOOK - Published: 2022-06-01 - Publisher: Springer Nature

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This lecture presents research on a general framework for perceptual organization that was conducted mainly at the Institute for Robotics and Intelligent System
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