Machine Learning for Materials Discovery : Numerical Recipes and Practical Applications Hardback
by N. M. Anoop Krishnan, Hariprasad Kodamana, Ravinder Bhattoo
Part of the Machine Intelligence for Materials Science series
Hardback
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Description
Focusing 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.
Information
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Pre-OrderFree UK DeliveryThis title is available for pre-order
- Format:Hardback
- Pages:279 pages, 95 Illustrations, color; 15 Illustrations, black and white; XX, 279 p. 110 illus., 95 ill
- Publisher:Springer International Publishing AG
- Publication Date:18/06/2024
- Category:
- ISBN:9783031446214
£129.99
£89.25
Information
-
Pre-OrderFree UK DeliveryThis title is available for pre-order
- Format:Hardback
- Pages:279 pages, 95 Illustrations, color; 15 Illustrations, black and white; XX, 279 p. 110 illus., 95 ill
- Publisher:Springer International Publishing AG
- Publication Date:18/06/2024
- Category:
- ISBN:9783031446214