Artificial Intelligence in Earth Science

Best Practices and Fundamental Challenges

Ziheng Sun, Nicoleta Cristea, Pablo Rivas
Elsevier
430 pages
ISBN: 9780323917377
April 2023

This 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 guide readers through the whole process, regardless of previous AI experience.