{"product_id":"deep-learning-in-computational-mechanics-stefan-kollmannsberger-9783030765897","title":"Deep Learning in Computational Mechanics: An Introductory Course","description":"\u003cp\u003eThis book provides a first course on deep learning in computational mechanics. The book starts with a short introduction to machine learning's fundamental concepts before neural networks are explained thoroughly. It then provides an overview of current topics in physics and engineering, setting the stage for the book's main topics: physics-informed neural networks and the deep energy method.\u003c\/p\u003e\u003cp\u003eThe idea of the book is to provide the basic concepts in a mathematically sound manner and yet to stay as simple as possible. To achieve this goal, mostly one-dimensional examples are investigated, such as approximating functions by neural networks or the simulation of the temperature's evolution in a one-dimensional bar.\u003c\/p\u003e\u003cp\u003eEach chapter contains examples and exercises which are either solved analytically or in PyTorch, an open-source machine learning framework for python.\u003c\/p\u003e\u003cp\u003e \u003ci\u003e \u003c\/i\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Stefan Kollmannsberger, Davide D'Angella, Moritz Jokeit\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 303076589X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783030765897\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/07\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 104\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.37lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.23d","brand":"Stefan Kollmannsberger","offers":[{"title":"Paperback","offer_id":44080566862079,"sku":"9783030765897","price":64.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_474972a8-0583-4547-8200-88b209778837.jpg?v=1685487522","url":"https:\/\/www.whiterainbookhouse.com\/products\/deep-learning-in-computational-mechanics-stefan-kollmannsberger-9783030765897","provider":"WR Book House","version":"1.0","type":"link"}