CECAM Flagship Workshop: Machine Learning of First Principles Observables

08.07.2024 - 12.07.2024 Zuse Institute Berlin, Germany

We have the pleasure to co-organize a CECAM Flagship Workshop. For more information, please refer to the workshop homepage.

Workshop Overview

Recently, Machine Learning (ML) methods have penetrated almost all research areas in materials modelling and high-throughput materials screening. And yet the ML triumph has so far mainly focused on developing surrogate models for the potential energy surface (PES) with superior computational efficiency while retaining first principles accuracy. The approach to learn observable properties directly is just emerging and is challenged by several issues, which we intend to address.

The event is meant to support the development of a new collaborative, international network connecting different fields of research and integrating the young researchers community with the help of a scientifically diverse, interactive workshop.