Machine learning related to GEOS-Chem: Difference between revisions

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All users interested in the use of Machine Learning within the GEOS-Chem community are encouraged to subscribe to the chemistry email list (click on the link in the [[#Contact information|contact information section]] below).
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 (please add yours!) ==
== GEOS-Chem Machine Publications ==
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== Current GEOS-Chem Machine Learning Projects (please add yours!) ==
 
== Current GEOS-Chem Machine Learning Projects ==
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== Useful resources (please add your favourites!) ==
 
== Useful resources ==
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!width="600px"|Description
!width="600px"|Description
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|[https://en.wikipedia.org/wiki/Machine_learning] Wiki Page
|[https://en.wikipedia.org/wiki/Machine_learning Wikipedia Page]
|Default Wikipedia ML launch page
|Default Wikipedia ML launch page
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|https://www.tensorflow.org Google Tensor Flow]
|Google's Machine Learning package
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== Upcoming conferences / workshops  ==
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!width="300px"|Conference
!width="600px"|Date
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|[http://users.ox.ac.uk/~phys0895/mlwc2019/index.html Machine Learning for Weather and Climate Modelling 2019]
|2-5th Sept 2019
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|[https://meetings.agu.org/fall-meeting-2019/ AGU Fall 2019]
|9-13th Dec 2019
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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
  • Send an email to geos-chem-oxidants+subscribe [at] g.harvard.edu

Or

To unsubscribe from email list Either
  • Send an email to geos-chem-oxidants+unsubscribe [at] g.harvard.edu

Or


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
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