Name: 10th MT ARD ST3 - pre-meeting Machine Learning Workshop
Start: 2022-09-07T08:30:00+02:00
End: 2022-09-07T12:00:00+02:00
Location: Humboldt University of Berlin

10th MT ARD ST3 - pre-meeting Machine Learning Workshop

Wednesday 7 September 2022 - 08:30

Monday 5 September 2022
Tuesday 6 September 2022
Wednesday 7 September 2022
08:30 Welcome and introduction to machine learning in accelerator physics - Andrea Santamaria Garcia (KIT)
Welcome and introduction to machine learning in accelerator physics
- Andrea Santamaria Garcia (KIT)
08:30 - 08:45
Room: NEW 15 1'427
08:45 Introduction to artificial neural networks - Andrea Santamaria Garcia (KIT)
Introduction to artificial neural networks
- Andrea Santamaria Garcia (KIT)
08:45 - 09:05
Room: NEW 15 1'427
09:05 Coding example: build your own neural network
Coding example: build your own neural network
09:05 - 09:45
Room: NEW 15 1'427 We will fit non-linear functions with neural networks in PyTorch and understand the role that the different parameters of the model play in the quality of the fit
09:45 Special topic: introduction to Bayesian optimization - Chenran Xu (KIT)
Special topic: introduction to Bayesian optimization
- Chenran Xu (KIT)
09:45 - 10:00
Room: NEW 15 1'427
10:00 Coding example: optimize unknown functions with Bayesian optimization
Coding example: optimize unknown functions with Bayesian optimization
10:00 - 10:30
Room: NEW 15 1'427 We will implement all the basic components of Bayesian optimization (BO), and see how to use BO for some sample 1D and 2D functions

10:30 Coffee break
Coffee break
10:30 - 10:45
Room: NEW 15 1'427
10:45 Application of Bayesian optimization to improve injection efficiency at KARA demo - Chenran Xu (KIT)
Application of Bayesian optimization to improve injection efficiency at KARA demo
- Chenran Xu (KIT)
10:45 - 11:00
Room: NEW 15 1'427
11:00 Special topic: introduction to reinforcement learning & ARES demo - Oliver Stein (MSK (Strahlkontrollen)) Jan Kaiser (DESY)
Special topic: introduction to reinforcement learning & ARES demo
- Oliver Stein (MSK (Strahlkontrollen))
- Jan Kaiser (DESY)
11:00 - 12:00
Room: NEW 15 1'427

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