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