I work in astronomy (at MPIA, Heidelberg)!

yes

... the successful applicant will develop next-generation machine learning inference approaches, focussing on novel simulation-based inference (SBI) algorithms and powerful emulators that capture long-range wavelength correlation in exoplanet spectra. (3/3)

However, current and future data has such a high information content and the models need to be so complex that state-of-the-art inference is failing. In this project (under shared supervision with Dr. Maximilian Dax from the Max Planck Institute for Intelligent Systems and ELLIS)... (2/3)

Mapping the Atmospheres of Exoplanets with Machine Learning Inference
The James Webb Space Telescope (JWST) and the future Extremely Large Telescope (ELT) allow us to map the dynamic atmospheres of extrasolar planets. From this we can learn what drives their storms and weather. (1/3)

Thanks Emily ☺️