Lecture slides & video recordings

INTRODUCTION

• Introduction (Frédéric GALLIANO): SLIDES, VIDEO.
• Lightning session (everyone): SLIDES.

PART I. The Methods

• A general introduction to machine-learning and deep learning methods (Adeline PAIEMENT): SLIDES, VIDEO.
• Applications of unsupervised machine learning techniques for data exploration and discovery in ISM science (Dalya BARON): SLIDES, VIDEO.
• On the use of information measures and performance bounds in the ISM (Antoine ROUEFF): SLIDES, VIDEO.
• Bayesian inference and ISM studies: some statistical tools to make the most of your observations (Pierre PALUD): SLIDES, VIDEO.
• Numerical simulations of the galactic-scale interstellar medium (Simon GLOVER): SLIDES, VIDEO.

PART II. The Observations

• Distant Galaxies with JWST (Emma CURTIS LAKE): SLIDES, VIDEO.
• Magnetic fields in the ISM of the Milky Way and Nearby Galaxies (Kate PATTLE): SLIDES, VIDEO.
• Extragalactic Astrochemistry: from nearby to high redshift galaxies (Serena VITI): SLIDES, SUPPLEMENT, VIDEO.
• UV-MIR ISM/Galaxy Studies (Danielle BERG): SLIDES, VIDEO.
• Probing the complexity of the Interstellar Medium at radio wavelengths (Andrea BRACCO): SLIDES, VIDEO.

PART III. Theory / Microphysics

• Interstellar grains: generation, ID, & processing (Emmanuel DARTOIS): SLIDES, VIDEO.
• The physics and chemistry of the Interstellar Medium (Javier GOICOECHEA): SLIDES, VIDEO.
• Stellar population synthesis, the IMF, and stellar feedback across redshifts (Anna MCLEOD): SLIDES, VIDEO.
• Nucleosynthesis and galactic chemical evolution (Donatella ROMANO): SLIDES, VIDEO.
• What we can learn from simulations of galaxies (Éric EMSELLEM): SLIDES, VIDEO.

ROUND TABLES

• Big questions and directions in ISM science (Danielle BERG, Andrea BRACCO, Emma CURTIS LAKE, Simon GLOVER, Adeline PAIEMENT; moderated by Evangelia NTORMOUSI & Antoine ROUEFF): SLIDES, VIDEO.
• Round table about practical aspects of research (Emmanuel Dartois, Éric Emsellem, Javier Goicoechea, Donatella
  Romano, Serena Viti; moderated by Annie Hughes & Jérôme Pety): SLIDES, VIDEO.

CONCLUSION

• Hands-on project presentations:
  1. Cosmic ray interaction with interstellar dust grains (Leen ALRAWAS, Lorenzo EVANGELISTA, Akash GUPTA, Theodoros TOPKARAS): SLIDES, VIDEO.
  2. Characterizing nearby galaxies with CIGALE (Arina ARSHINOVA, Lindsey HANDS, Pietro FERRAIUOLO, Vidhi TAILOR, Xinyue LIANG): SLIDES, VIDEO.
  3. Tracing the Physical Properties of Warm Molecular Gas Through Observations and Models of the Submillimeter CO Rotational Ladder (Antonio TROVATO, Vilashika SHARMA, Ilyse CLARK, Esan Mouli GHOSH, Han-Tsung LEE, Nicolas BROSSEAU): SLIDES, VIDEO.
  4. Black bodies but not black boxes - variations on fitting dust SEDs (Maddalena BARILE, Simon DANNHAUER, Tilman OELGESCHLÄGER, Hao ZHANG, Yuze ZHANG): SLIDES, VIDEO.
  5. CNO Abundance Analysis in Nearby Galaxies (UV–Optical) (Caterina BRACCI, Elisa LENTINI, Linn ROOS, Guillermo VALÉ ARTEAGA): SLIDES, VIDEO.
  6. Machine learning techniques to turn rotational lines into powerful diagnostics of the physical conditions inside a Giant Molecular Cloud The Orion B Case (Léo BELLOIR, Eleonore DANN, Lilly KORMANN, Taavishi JINDEL, Ziming PENG, Saurav SEN): SLIDES, VIDEO.
  7. Spreading metals in the ISM (María CHILLARÓN VÍCTOR, Ivan GERASIMOV, Alejandra LUGO-ARANDA, Nele STACHLYS, Felix WERSIG): SLIDES, VIDEO.
  8. JWST Galactic SED fitting using Beagle (Ryusei KANO, Zorayda MARTINEZ, Mehbuba Ahmed MOHAMMED, Bianca MORESCHINI, Guillaume VIGOUREUX): SLIDES, VIDEO.
  9. Numerical Simulations Using the RAMSES and AREPO Codes (Vasanth KASHYAP, Aurelien PILUSO, Hans-Christian POOSCH, Lori PORTER, Laurin SÖDING): SLIDES, VIDEO.
  10. How to Interpret Molecular Lines From Dense Gas in Galaxies (Eddy ABDO, Hannah KOZIOL, Devismita PANDA, Enikö PICHLER, Taishi USHIROGI, Siqi ZHENG): SLIDES, VIDEO.
• Concluding remarks (Frédéric GALLIANO): SLIDES, VIDEO.