{"product_id":"artificial-intelligence-in-earth-science-best-practices-and-fundamental-challenges-paperback-9780323917377","title":"Artificial Intelligence in Earth Science; Best Practices and Fundamental Challenges (Paperback) 9780323917377","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eArtificial Intelligence in Earth Science\u003c\/font\u003e\u003cbr\u003e\r\n\u003cfont size=\"5\"\u003eBest Practices and Fundamental Challenges\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cem\u003eA detailed, step-by-step guide to implementing AI techniques in Earth Science to discover patterns, trends, and answers that human analysis cannot match\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eZiheng Sun (Edited by), Nicoleta Cristea (Edited by), Pablo Rivas (Edited by)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9780323917377, Elsevier Science\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePaperback, published 26 April 2023\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e430 pages\u003cbr\u003e22.9 x 15.2 x 2.7 cm, 1 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003e\u003ci\u003eArtificial Intelligence in Earth Science: Best Practices and Fundamental Challenges\u003c\/i\u003e 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. \u003cbr\u003e\u003cbr\u003eThe book tackles the complexity of Earth system problems in AI engineering, fully guiding geoscientists who are planning to implement AI in their daily work.\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e\u003cp\u003e1. Introduction of artificial intelligence in Earth sciences\u003c\/p\u003e \u003cp\u003e2. Machine learning for snow cover mapping\u003c\/p\u003e \u003cp\u003e3. AI for sea ice forecasting\u003c\/p\u003e \u003cp\u003e4. Deep learning for ocean mesoscale eddy detection\u003c\/p\u003e \u003cp\u003e5. Artificial intelligence for plant disease recognition\u003c\/p\u003e \u003cp\u003e6. Spatiotemporal attention ConvLSTM networks for predicting and physically interpreting wildfire spread\u003c\/p\u003e \u003cp\u003e7. AI for physics-inspired hydrology modeling\u003c\/p\u003e \u003cp\u003e8. Theory of spatiotemporal deep analogs and their application to solar forecasting\u003c\/p\u003e \u003cp\u003e9. AI for improving ozone forecasting\u003c\/p\u003e \u003cp\u003e10. AI for monitoring power plant emissions from space\u003c\/p\u003e \u003cp\u003e11. AI for shrubland identification and mapping\u003c\/p\u003e \u003cp\u003e12. Explainable AI for understanding ML-derived vegetation products\u003c\/p\u003e \u003cp\u003e13. Satellite image classification using quantum machine learning\u003c\/p\u003e \u003cp\u003e14. Provenance in earth AI\u003c\/p\u003e \u003cp\u003e15. AI ethics for earth sciences\u003c\/p\u003e\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Geology \u0026amp; the lithosphere [\u003ca title=\"See our other books on Geology \u0026amp; the lithosphere\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Geology%20\u0026amp;%20the%20lithosphere%20%5BRBG%5D%22\"\u003eRBG\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Elsevier","offers":[{"title":"Default Title","offer_id":46651151876376,"sku":"9780323917377","price":124.39,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/products\/9780323917377.jpg?v=1694110985","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/artificial-intelligence-in-earth-science-best-practices-and-fundamental-challenges-paperback-9780323917377","provider":"Freshly Printed Books","version":"1.0","type":"link"}