{"product_id":"9783030765866","title":"Studies in Computational Intelligence: An Introductory Course","description":"\u003ch1\u003eStudies in Computational Intelligence\u003c\/h1\u003e\u003ch2\u003eAn Introductory Course\u003c\/h2\u003e\u003cp\u003e\u003cstrong\u003eContributors:\u003c\/strong\u003e Kollmannsberger, Stefan; D'Angella, Davide; Jokeit, Moritz; Herrmann, Leon\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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\u003ch3\u003eBook Details\u003c\/h3\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003ePublisher:\u003c\/strong\u003e Springer\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e 2021-08-06\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e Hardcover\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eISBN-13:\u003c\/strong\u003e 9783030765866\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003ePages:\u003c\/strong\u003e 104\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Springer","offers":[{"title":"Default Title","offer_id":44806281429132,"sku":"9783030765866","price":89.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783030765866.jpg?v=1768921687","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783030765866","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}