Machine Learning for Climate

Expired
Dates : 01 November 2021 » 04 November 2021

Place : Santa Barbara
United States

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Organizer : UC Santa Barbara, Kavli Institute for Theoretical Physics (KITP)

Mathematics and Statistics; Physics; Computer science;
Keywords: Machine Learning, Physics
Description :

The theoretical understanding of the Earth system has fundamentally advanced in recent decades in parallel to an exponential increase of observations and modeling data. However, climate scientists cannot meet the challenge of informing society about changes that may occur in the future at regional and local scales because many two-way, multi-scale processes that encompass the physical chemical and biological realms continue to elude us. Big data and the associated algorithms (Machine Learning) provide the opportunity to learn about quantities related to the climate systems in ways and with an amount of detail that were infeasible only a few years ago. The opportunity for descriptive inference creates the chance for climate scientists to ask causal questions and create new theories or validate old ones. Furthermore, when paired with modeling experiments or robust research in model parameterizations, “big data” can provide data-driven answers to vexing questions.

This conference will set the stage for exchanging tools and ideas and will help identify key problems where consistent progress is achievable through collaborative efforts. The theme of the conference will extend more broadly than the Physics focus of the main program, in order to elicit input from a wide range of experts across the earth system and computational sciences who are involved in the climate change problem. Given the level of interdisciplinarity and exchange that we aim for and expect, this conference will summarize current understanding and open questions, and will set the stage for achieving the aims of the associated KITP program.


Machine Learning for Climate to be held in Santa Barbara, United States between 01 November 2021 and 04 November 2021. It is organised by UC Santa Barbara, Kavli Institute for Theoretical Physics (KITP). It covers specific areas of Biology and life sciences such as 0. Visit the website of the conference for more detailed information or contact the organizer for specific questions.
Add to calendar 2021-11-01 2021-11-04 Europe/London Machine Learning for Climate https://www.sciencedz.net/en/conference/77874-machine-learning-for-climate Santa Barbara - United States UC Santa Barbara, Kavli Institute for Theoretical Physics (KITP)

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