An Introduction to Materials Informatics

Advanced Machine Learning

Gebonden Engels 2026 9789819560905
€ 144,99
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Samenvatting

This book introduces how the rapid advancement of artificial intelligence(AI) is transforming the field of materials informatics, viz., AI+ materials. Around the world, self-driving materials laboratories and robotic systems—the “hard foundation” of this field—are emerging with remarkable speed. At the same time, a diverse array of AI-driven algorithms and computational tools—the “soft foundation”—are accelerating materials discovery and design. In particular, the development of large materials models has been significantly propelled by large language models. We are now entering the AI era, where AI for science (AI4S), AI for engineering (AI4E), and AI for materials (AI4M) are extremely important aspects. In this context, it is essential to equip materials scientists, engineers, and students with a solid understanding of fundamental and advanced AI methods and algorithms and their applications in materials science and engineering.

Specificaties

ISBN13:9789819560905
Taal:Engels
Bindwijze:Gebonden
Aantal pagina's:905
Uitgever:Springer Nature Singapore

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Inhoudsopgave

Chapter 1 Bayesian global optimization.- Chapter 2 Swarm based optimization algorithms.- Chapter 3 Transfer learning.

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€ 144,99
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          An Introduction to Materials Informatics