Driven by the availability of large data sets and the application of artificial intelligence algorithms, materials science is currently undergoing a dramatic transformation. In particular, machine learning approaches are opening up new possibilities to model, understand, design and discover new materials. In this summer school, geared towards doctoral and advanced master students, participants will gain an understanding of various machine learning methods and learn about their application to hard and soft materials. Introductory lectures will be complemented with hands-on exercises as well as research talks about the current state of the art.
There is no registration fee but registration is compulsory. Furthermore, MSc and PhD students have the opportunity to apply for travel support. Registration deadline is April 26, 2022. The applications are now closed.
Places for the school are limited. It is planned that the school will take place on site. However, the school may be switched online if required due to the COVID situation.
Mathematical Introduction I
Mathematical Introduction I
Philipp Grohs (U of Vienna), Pavol Harar (U of Vienna), Michael Scherbela (U of Vienna)
Mathematical Introduction II
Mathematical Introduction II
Philipp Grohs (U of Vienna), Pavol Harar (U of Vienna), Michael Scherbela (U of Vienna)
Image Analysis
Thomas Pock (TU Graz)
David Pfau (DeepMind), James Spencer (DeepMind), Halvard Sutterud (Imperial College)
Marine Pigneur (MLR GmbH), Christopher Lepenik (Image Biopsy Lab), Christian Leitold (Verbund), Bhuiyan S.M. Ebna-Hai (Fehrmann)
ML Potentials I
Philipp Marquetand (U Vienna), Lukas Kyvala (U Vienna), Alexander Gorfer (U Vienna)
ML Potentials II
ML Potentials II
Philipp Marquetand (U Vienna), Lukas Kyvala (U Vienna), Alexander Gorfer (U Vienna)
Heuriger Feuerwehr Wagner, Grinzinger Straße 53, 1190 Wien
Statistical Sampling
Peter Wirnsberger (DeepMind, London), Alessandro Coretti (U Vienna), Sebastian Falkner (U Vienna)
Free energies and enhanced sampling
Luigi Bonati (ETH Zurich & IIT Genova), Enrico Trizio (IIT Genova)
Materials properties prediction
Taylor D. Sparks (U of Utah), Sterling Baird (U of Utah)
Organizers
| Name | Affiliation |
|---|---|
| Christoph Dellago | University of Vienna |
| Ulrike Diebold | Technical University of Vienna |
| Leticia Gonzalez Herrero | University of Vienna |
| Jani Kotakoski | University of Vienna |
| Christiane Losert-Valiente Kroon | University of Vienna |
Attendees
| Name | Affiliation |
|---|---|
| Raihan Ahammed | Institute of Nano Science and Technology |
| Qais Ali | Danube University |
| Andrea Angeletti | University of Vienna |
| Brigitta Bachmair | University of Vienna |
| Sterling Baird | University of Utah |
| Joselyn Benalcazar | University of Vienna |
| Maria Bilichenko | University of Zurich |
| Viktor Birschitzky | University of Vienna |
| Luigi Bonati | Italian Institute of Technology, Genova |
| Anna Braghetto | University of Padua, Padua, Italy |
| Lukas Brandfellner | University of Vienna |
| Matteo Brizioli | University of Milan |
| Florian Buchner | Technical University of Vienna |
| Lorenzo Celiberti | University of Vienna |
| Bingqing Cheng | Institute of Science and Technology Austria |
| Marco Corrias | University of Vienna |
| Marjolein Dijkstra | Utrecht University |
| Enrico Drigo | SISSA |
| Sebastian Falkner | University of Vienna |
| Andrew Ferguson | University of Chicago |
| Lucía Fernández-Sedano | Complutense University of Madrid |
| Alexander Genest | Technical University of Vienna |
| Willem Gispen | Utrecht University |
| Alexander Gorfer | University of Vienna |
| Philipp Grohs | University of Vienna |
| Pavol Harar | University of Vienna |
| Santiago Helbig | University of Vienna |
| Alexander Michael Imre | Technical University of Vienna |
| Priyanka Iyer | Forschungszentrum Jülich |
| Nikolaos Kalafatakis | University of Vienna |
| Manpreet Kaur | University of Vienna |
| Eva Kogler | Technical University of Graz |
| Denys Kononenko | Leibniz-Institut für Festkörper- und Werkstoffforschung Dresden |
| Péter Kovács | Technical University of Vienna |
| Lukas Kyvala | University of Vienna |
| Enrico Lattuada | University of Vienna |
| Luca Leoni | University of Bologna |
| Cesare Malosso | SISSA |
| Philipp Marquetand | University of Vienna |
| Dario Massa | NCBJ, NOMATEN Center of Excellence for Multifunctional Materials |
| Reinhard Maurer | University of Warwick |
| Fahimeh Najafi | University of Oslo |
| Lappawat Ngamwongwan | Utrecht University |
| Apinya Ngoipala | University of Limerick, Limerick, Ireland |
| Sucharita Niyogi | Vellore Institute of Technology |
| Ivan Novikau | University of Vienna |
| Shanil Panara | Imperial College London |
| David Pfau | DeepMind |
| Pedro Pires Ferreira | Universidade de São Paulo |
| Michael Pittenauer | Technical University of Vienna |
| Thomas Pock | Technical University of Graz |
| Sebastian Poscher | None |
| Diana Propst | University of Vienna |
| Jon Eunan Quinlivan Dominguez | University of Barcelona |
| Luigi Ranalli | University of Vienna |
| Madlen Maria Reiner | University of Vienna |
| Salvatore Romano | University of Vienna |
| Thantip Roongcharoen | CNR-ICCOM Consiglio Nazionale delle Ricerche |
| Fiona Sander | Imperial College London |
| Jihong Shi | King's College London |
| Panukorn Sombut | Technical University of Vienna |
| Taylor D. Sparks | University of Utah |
| Daniel Speckhard | Fritz-Haber-Instiut der Max-Planck-Gesellschaft |
| James Spencer | DeepMind |
| Zoran Sukurma | University of Vienna |
| Halvard Sutterud | Imperial College London |
| Alberto Tampieri | Technical University of Vienna |
| Parinya Tangpakonsab | Technical University of Vienna |
| Maximilian Xaver Tiefenbacher | University of Vienna |
| Milica Todorovic | University of Turku |
| Enrico Trizio | Italian Institute of Technology, Genova |
| Nico Unglert | Technical University of Vienna |
| Martin Unzog | University of Vienna |
| Andrés Felipe Usuga | Universitat Autònoma de Barcelona |
| Ryan van Mastrigt | University of Amsterdam |
| Dóra Vörös | University of Vienna |
| Jakub Vrabel | University of Technology Brno |
| Ralf Wanzenböck | Technical University of Vienna |
| Jan Weinreich | University of Vienna |
| Peter Wirnsberger | DeepMind |
| Qichen Xu | KTH Stockholm |