ML4Earth
An online and informal biweekly seminar to discuss Machine Learning for the Earth.
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Upcoming Meetings
All meetings are usually scheduled on Wednesdays at 13:00 CEST.
January 13, 2021
- Speaker: Arnaud Pannatier
- Title: Machine Learning for High-Altitude Wind Nowcasting Based on Aircraft Live Data
Past Meetings
December 16, 2020
- Speaker: Wentao Feng & Yann Yasser Haddad
- Title: Probabilistic Deep Learning on Spheres for Weather/Climate ApplicationsSeptember 29, 2020
- Speaker: Loris Foresti & Daniele Nerini (MeteoSwiss)
- Title: Probabilistic machine learning for nowcasting & post-processingSeptember 16, 2020
- Speaker: Gabriele Franch (FBK)
- Title: UMAP for Weather Analogs RetrievalJuly 22, 2020
- Speaker: Peter Düben (ECMWF)
- Title: What next for machine learning in weather forecasting?July 15, 2020
- Speaker: Verena Bessenbacher (ETHZ)
- Title: Towards a generalized framework for gap-filling complex Earth ObservationsJuly 1, 2020
- Speaker: Icíar Lloréns Jover (EPFL)
- Title: Geometric deep learning on the sphere for mid-range weather predictionJune 17, 2020
- Speaker: Lukas Gudmundsson (ETHZ) & Gionata Ghiggi (EPFL)
- Title: Constraining and reconstructing past land-surface freshwater fluxes with MLJune 3, 2020
- Speaker: Shruti Nath (Climate Analytics)
- Title: An Earth System Model seasonal emulatorMay 6, 2020
- Speaker: Icíar Lloréns Jover (EPFL)
- Title: Geometric deep learning for mid-range weather predictionApril 15 & 22, 2020
- Speaker: Eniko Székely (SDSC)
- Title: Data-driven kernel methods for dynamical systems with application to atmosphere ocean scienceFebruary 6 & 19, 2020
- Speaker: Jussi Leinonen (EPFL)
- Title: Generative Adversarial Networks for Climate Data Field GenerationDecember 17, 2019 & January 23, 2020
- Speaker: Michaël Defferrard (EPFL)
- Title: DeepSphere and the Earth (a graph-based spherical CNN)November 20, 2019 & December 4, 2019
- Speaker: Gionata Ghiggi (EPFL)
- Title: Deep Learning: Applications for Climate & Earth Sciences
Format
The meetings are held on Zoom and last 60-90 minutes:
30-40 minutes of presentation,
informal Q&A during and after the presentation.
Organizers
Gionata Ghiggi (EPFL), Eniko Székely (SDSC), Michaël Defferrard (EPFL), Jussi Leinonen (EPFL), Raphaël de Fondeville (SDSC), and more to join hopefully!
Feedback and Suggestions
If you have feedback, suggestions, or want to propose a speaker, please email us at gionata.ghiggi@epfl.ch.