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Machine Learning and Artificial Intelligence to Advance Earth System Science : Opportunities and Challenges: Proceedings of a Workshop

By: (Author) Board on Atmospheric Sciences and Climate , (Author) Board on Earth Sciences and Resources , (Author) Board on Mathematical Sciences and Analytics , (Author) Computer Science and Telecommunications Board , (Author) Division on Earth and Life Studies , (Author) Division on Engineering and Physical Sciences , (Author) and Medicine National Academies of Sciences Engineering , (Author) Ocean Studies Board , (Edited by) Rachel Silvern

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Ksh 3,950.00

Format: Paperback / Softback

ISBN-10: 0309688531

ISBN-13: 9780309688536

Publisher: National Academies Press

Imprint: National Academies Press

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Jul 13th, 2022

Print length: 68 Pages

Product Classification: Earth sciences
Artificial intelligence

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The Earth system - the atmospheric, hydrologic, geologic, and biologic cycles that circulate energy, water, nutrients, and other trace substances - is a large, complex, multiscale system in space and time that involves human and natural system interactions. Machine learning (ML) and artificial intelligence (AI) offer opportunities to understand and predict this system. Researchers are actively exploring ways to use ML/AI approaches to advance scientific discovery, speed computation, and link scientific communities. To address the challenges and opportunities around using ML/AI to advance Earth system science, the National Academies convened a workshop in February 2022 that brought together Earth system experts, ML/AI researchers, social and behavioral scientists, ethicists, and decision makers to discuss approaches to improving understanding, analysis, modeling, and prediction. Participants also explored educational pathways, responsible and ethical use of these technologies, and opportunities to foster partnerships and knowledge exchange. This publication summarizes the workshop discussions and themes that emerged throughout the meeting. Table of ContentsFront MatterOverviewIntroductionEmerging Approaches for Using, Interpreting, and Integrating ML/AI for Earth System ScienceChallenges and Risks of Using ML/AI for Earth System ScienceIdentifying Future Opportunities to Accelerate ProgressClosing ThoughtsReferencesAppendix A: Statement of TaskAppendix B: Planning Committee BiographiesAppendix C: Workshop Agenda

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