{"product_id":"9783031446245","title":"Machine Intelligence for Materials Science: Numerical Recipes and Practical Applications","description":"\u003ch1\u003eMachine Intelligence for Materials Science: Numerical Recipes and Practical Applications\u003c\/h1\u003e \u003ch2\u003eKrishnan, N. M. Anoop; Kodamana, Hariprasad; Bhattoo, Ravinder\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eFocusing on the fundamentals of machine learning, this book covers broad areas of data-driven modeling, ranging from simple regression to advanced machine learning and optimization methods for applications in materials modeling and discovery. The book explains complex mathematical concepts in a lucid manner to ensure that readers from different materials domains are able to use these techniques successfully. A unique feature of this book is its hands-on aspect—each method presented herein is accompanied by a code that implements the method in open-source platforms such as Python. This book is thus aimed at graduate students, researchers, and engineers to enable the use of data-driven methods for understanding and accelerating the discovery of novel materials.\u003c\/p\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2025-05-08\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783031446245\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-031-44622-1\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 279\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":44810009018508,"sku":"9783031446245","price":179.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783031446245.jpg?v=1778005312","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783031446245","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}