{"product_id":"machine-learning-for-materials-discovery-numerical-recipes-and-practical-applications-9783031446245","title":"Machine Learning for Materials Discovery: Numerical Recipes and Practical Applications","description":"\u003cp\u003e • Author(s): N. M. Anoop Krishnan | Hariprasad Kodamana | Ravinder Bhattoo\u003cbr\u003e • Publisher: Springer\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • BISAC: Materials Science - Ceramics\u003c\/p\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","brand":"Springer","offers":[{"title":"Paperback","offer_id":47658130178199,"sku":"9783031446245","price":11643.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783031446245.webp?v=1775817221","url":"https:\/\/atlanticbooks.com\/products\/machine-learning-for-materials-discovery-numerical-recipes-and-practical-applications-9783031446245","provider":"Atlantic Books","version":"1.0","type":"link"}