An Introduction to Materials Informatics: The Elements of Machine Learning

Zhang, Tongyi

This textbook educates current and future materials workers, engineers, and researchers on Materials Informatics. Volume I serves as an introduction, merging AI, ML, materials science, and engineering. It covers essential topics and algorithms in 11 chapters, including Linear Regression, Neural Networks, and more. Suitable for diverse fields like materials science, physics, and chemistry, it enables quick and easy learning of Materials Informatics for readers without prior AI and ML knowledge.

Details

Published by: Springer

Publication Date: 2026-02-28

Format: Paperback

ISBN-13: 9789819979943

DOI: 10.1007/978-981-99-7992-9

Dimensions: 235cm x155cm

Pages: 479