Artificial Intelligence in Earth Science: Best Practices and Fundamental Challenges

Artificial Intelligence in Earth Science: Best Practices and Fundamental Challenges
by Ziheng Sun (Editor), Nicoleta Cristea (Editor), Pablo Rivas (Editor)
Publisher finelybook 出版社: Elsevier; (May 10, 2023)
Language 语言: English
Print length 页数: 430 pages
ISBN-10: 0323917372
ISBN-13: 9780323917377
Book Description
Artificial Intelligence in Earth Science: Best Practices and Fundamental Challenges provides a comprehensive, step-by-step guide to AI workflows for solving problems in Earth Science. The book focuses on the most challenging problems in applying AI in Earth system sciences, such as training data preparation, model selection, hyperparameter tuning, model structure optimization, spatiotemporal generalization, transforming model results into products, and explaining trained models. In addition, it provides full-stack workflow tutorials to help walk readers through the whole process, regardless of previous AI experience.
The book tackles the complexity of Earth system problems in AI engineering, fully guiding geoscientists who are planning to implement AI in their daily work.