Data & IT
Machine Learning for Materials Discovery
N M Anoop Krishnan • Hariprasad Kodamana • Ravinder Bhattoo
Inbunden
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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 aspecteach 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.
- Format: Inbunden
- ISBN: 9783031446214
- Språk: Engelska
- Antal sidor: 279
- Utgivningsdatum: 2024-05-07
- Förlag: Springer International Publishing AG