12th MT ARD ST3 - pre-meeting workshop on ML and Reinforcement Learning

Wednesday 3 Jul 2024, 09:00 → 12:00 Europe/Berlin

Room KBW Seitenraum Hörsaal

Tutorial Preparation.pdf

Tutorial Material

The tutorial is available on Github:  https://github.com/RL4AA/rl-tutorial-ares-basic

Prerequisite

In order to fully utilize the time during the tutuorial time and reduce waiting time for package installation, we suggest the participants to install the required dependencies beforehand.

The installation guideline can be found in the Github repository README, or in the compiled PDF Tutorial Preparation.pdf, attached to this indico page.

Introduction: Introduction to ML for Particle Accelerators

Conveners: Annika Eichler (MSK (Strahlkontrollen)), Sabrina Appel

2024_ARD_ST3.pdf

ARD_appel-1.pdf

Material can be found here: https://github.com/machine-learning-tutorial/reinforcement-learning/

 

Introduction: Introduction to RL

Convener: Andrea Santamaria Garcia (KIT)

2024_ARD_ST3.pdf

ARD_appel-1.pdf

Material can be found here: https://github.com/machine-learning-tutorial/reinforcement-learning/

 

10:10 Coffee Break

Tutorial and Results: Results on RL for Accelerators

Convener: Chenran Xu (KIT)

2024-07_MT_ARD_ST3_PreWorkshop_RLBO_Tuning.pdf

Tutorial and Results: Hands-on tutorial on RL

Convener: Jan Kaiser (DESY)

2024-07_MT_ARD_ST3_PreWorkshop_RLBO_Tuning.pdf