9:59 a.m.
Dear all,
We cordially invite you to the *NFDI4Earth Academy Coffee lecture -
"From basin to canopy: modern ML applications across geoscience
modalities"* (/Artemii Novoselov, Stripe/) *next Tuesday*.
Geoscience is a buffet of data modalities - seismic cubes, SAR/optical
satellite stacks, LiDAR DEMs, well logs, and more. This talk is an
application-first tour of methods that made previously impossible things
routine: discovery of hundreds of new Nazca geoglyphs; automatic mapping
of ancient structures in jungle LiDAR; diffusion-based cloud removal and
super-resolution for multispectral imagery; and fast surrogates for
seismic simulation and inversion. For each vignette, we’ll pair the task
(segmentation, denoising, inversion, super-res, change detection,
embeddings, forecasting, surrogate modeling, UQ) with the method that
worked in practice - Transformers, U-Nets, diffusion, and neural
operators - plus open datasets and reproducible baselines. You’ll leave
with a pragmatic playbook: how to pick models by modality and task,
evaluate properly, and avoid common pitfalls in geospatial ML.
*Key Details*:
Date: October 28, 2025
Time: 04:00 PM - 05:00 PM
Venue: Online via Zoom
The lecture is open to all. To join the lecture, *please register* here
<https://gfz-de.zoom.us/meeting/register/zX9v9CsYQvOPktOI8Yz6cQ#/registrat...;.
Grab a coffee, tea, and join us virtually to expand your knowledge; also
in our upcoming lectures
<https://www.nfdi4earth.de/?view=article&id=366&catid=9>;.
We are looking forward to your participation.
Best regards,
Jonas
--
*Dr. Jonas Kuppler*
Interdisciplinary Training | Team "Synergies & Networks"
Coordinator NFDI4Earth Academy | HIDA Liaison Officer
Phone: +49 331 6264-1090
Mail: jonas.kuppler(a)gfz.de
Web: NFDI4Earth Academy <https://www.nfdi4earth.de/2participate/academy>
& Synergies & Networks
<https://www.gfz-potsdam.de/en/about-us/organisation/board-bodies-administ...
*GFZ Helmholtz Centre for Geosciences*
Public Law Foundation State of Brandenburg
Telegrafenberg, D-14473 Potsdam
___________________________________
#CallMeByMyFirstName
Profil: https://www.gfz-potsdam.de/en/staff/jonas.kuppler