Artificial Intelligence in Earth Science

Best Practices and Fundamental Challenges

430 Seiten, Taschenbuch

Kurzbeschreibung des Verlags

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.

• Reihe: Elsevier
• ISBN: 9780323917377
• Sprache: Englisch
• Erscheinungsdatum: 28.04.2023
• Größe: 235 x 191 mm
• Verlag: Elsevier Inc
• Herausgegeben von: Ziheng Sun, Nicoleta Cristea, Pablo Rivas