Machine Learning for Materials Discovery E-Book

N. M. Anoop Krishnan

• Herausgeber: Springer International Publishing
• Kategorie: Fachliteratur
• Serie: Machine Intelligence for Materials Science
• Sprache: Englisch

Veröffentlichungsjahr: 2024

Beschreibung

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.