Machine Learning for Materials Discovery : Numerical Recipes and Practical Applications EPUB
by N. M. Anoop Krishnan, Hariprasad Kodamana, Ravinder Bhattoo
Part of the Machine Intelligence for Materials Science series
EPUB
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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.
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- Format:EPUB
- Publisher:Springer International Publishing
- Publication Date:06/05/2024
- Category:
- ISBN:9783031446221
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- Hardback from £89.25
Information
-
Download Now
- Format:EPUB
- Publisher:Springer International Publishing
- Publication Date:06/05/2024
- Category:
- ISBN:9783031446221