Artificial Intelligence in Earth Science: Best Practices and Fundamental Challenges 1st Edition
by Ziheng Sun (Editor), Nicoleta Cristea (Editor), Pablo Rivas (Editor)
Publisher Finelybook 出版社：Elsevier; 1st edition (May 10, 2023)
pages 页数：430 pages
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.