Difference between revisions of "Machine learning related to GEOS-Chem"
From Geos-chem
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− | All users interested in the use of Machine Learning within the GEOS-Chem community are encouraged to subscribe to the | + | All users interested in the use of Machine Learning within the GEOS-Chem community are encouraged to subscribe to the machine learning email list (click on the link in the [[#Contact information|contact information section]] below). |
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− | == GEOS-Chem Machine Publications | + | == GEOS-Chem Machine Publications == |
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− | == Current GEOS-Chem Machine Learning Projects | + | |
+ | == Current GEOS-Chem Machine Learning Projects == | ||
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− | == Useful resources | + | |
+ | == Useful resources == | ||
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!width="600px"|Description | !width="600px"|Description | ||
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− | |[https://en.wikipedia.org/wiki/Machine_learning | + | |[https://en.wikipedia.org/wiki/Machine_learning Wikipedia Page] |
|Default Wikipedia ML launch page | |Default Wikipedia ML launch page | ||
|- | |- | ||
+ | |https://www.tensorflow.org Google Tensor Flow] | ||
+ | |Google's Machine Learning package | ||
+ | |} | ||
+ | |||
+ | |||
+ | == Upcoming conferences / workshops == | ||
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+ | !width="300px"|Conference | ||
+ | !width="600px"|Date | ||
+ | |- | ||
+ | |[http://users.ox.ac.uk/~phys0895/mlwc2019/index.html Machine Learning for Weather and Climate Modelling 2019] | ||
+ | |2-5th Sept 2019 | ||
+ | |- | ||
+ | |[https://meetings.agu.org/fall-meeting-2019/ AGU Fall 2019] | ||
+ | |9-13th Dec 2019 | ||
|} | |} |
Revision as of 09:45, 14 May 2019
All users interested in the use of Machine Learning within the GEOS-Chem community are encouraged to subscribe to the machine learning email list (click on the link in the contact information section below).
Machine Learning in GEOS-Chem support | |
---|---|
Oxidants and Chemistry Working Group email list | geos-chem-oxidants [at] g.harvard.edu |
To subscribe to email list | Either
Or
|
To unsubscribe from email list | Either
Or
|
Contents
GEOS-Chem Machine Publications
Contact Persons | Paper | Date Added |
---|---|---|
Christoph Keller Mat Evans |
Application of random forest regression to the calculation of gas-phase chemistry within the GEOS-Chem chemistry model v10 | 14th May 2019 |
Sam Silva Colette Heald |
A Deep Learning Parameterization for Ozone Dry Deposition Velocities | 14th May 2019 |
Tomas Sherwen Mat Evans |
A machine learning based global sea-surface iodide distribution | 14th May 2019 |
Current GEOS-Chem Machine Learning Projects
User Group | Description | Contact Person | Date Added |
---|---|---|---|
University of York | Post processing bias corrector | Peter Ivatt Mat Evans |
14th May 2019 |
Duke University | Ozone metrics predictor | Prasad Ka Kasibhatla | 14th May 2019 |
Useful resources
Resource | Description |
---|---|
Wikipedia Page | Default Wikipedia ML launch page |
https://www.tensorflow.org Google Tensor Flow] | Google's Machine Learning package |
Upcoming conferences / workshops
Conference | Date |
---|---|
Machine Learning for Weather and Climate Modelling 2019 | 2-5th Sept 2019 |
AGU Fall 2019 | 9-13th Dec 2019 |