5th ICFA Beam Dynamics Mini-Workshop on Machine Learning for Particle Accelerators
We are pleased to announce the 5th ICFA Beam Dynamics Mini-Workshop on Machine Learning for Particle Accelerators.
The goal of this workshop is to bring together the world-wide community of researchers applying machine learning techniques to particle accelerators.
Do not hesitate to share the news (https://indico.cern.ch/e/icfa-ml-2025) with your colleagues and contact the organizers (icfa-ml-2025@cern.ch) with questions or proposals for contributions.
The workshop will consist of these topics:
- Surrogate modelling/digital twins
- Optimisation and Control
- MLOps, Infrastructure, Scalability
- Anomaly Detection and Diagnostics
- LLMs/AI assistants
Tutorials and lecture topics:
- Introduction to Control Theory
- Differentiable simulations
- Multi-objective RL
- LLMs for knowledge retrieval - an introduction
