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.

Grab a coffee, tea, and join us virtually to expand your knowledge; also in our upcoming lectures.

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@gfz.de
Web: NFDI4Earth Academy & Synergies & Networks

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