Machine Learning for High Energy Physics - a mini course
from
Monday 4 February 2019 (09:00)
to
Tuesday 5 February 2019 (17:45)
Monday 4 February 2019
09:00
Registration
Registration
09:00 - 09:30
Room: Y15-G-60
09:30
Welcome
-
Ben Kilminster
(
Universitaet Zuerich (CH)
)
Welcome
Ben Kilminster
(
Universitaet Zuerich (CH)
)
09:30 - 09:35
Room: Y15-G-60
09:35
Introduction
-
Thea Aarrestad
(
Universitaet Zuerich (CH)
)
Introduction
Thea Aarrestad
(
Universitaet Zuerich (CH)
)
09:35 - 09:45
Room: Y15-G-60
09:45
Basics of neural networks and training
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Basics of neural networks and training
Gregor Kasieczka
(
Hamburg University (DE)
)
09:45 - 10:45
Room: Y15-G-60
10:45
Coffee break
Coffee break
10:45 - 11:00
Room: Y15-G-60
11:00
Convolutional networks
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Convolutional networks
Gregor Kasieczka
(
Hamburg University (DE)
)
11:00 - 12:15
Room: Y15-G-60
12:15
Lunch break
Lunch break
12:15 - 14:00
Room: Y15-G-60
14:00
Recurrent architectures
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Recurrent architectures
Gregor Kasieczka
(
Hamburg University (DE)
)
14:00 - 15:00
Room: Y15-G-60
15:00
Break
Break
15:00 - 15:15
Room: Y15-G-60
15:15
Combining Physics and Deep Learning
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Combining Physics and Deep Learning
Gregor Kasieczka
(
Hamburg University (DE)
)
15:15 - 16:30
Room: Y15-G-60
16:30
Coffee break
Coffee break
16:30 - 17:00
Room: Y15-G-60
17:00
Invited evening talk: Machine Learning for HL-LHC
-
Jennifer Ngadiuba
(
CERN
)
Invited evening talk: Machine Learning for HL-LHC
Jennifer Ngadiuba
(
CERN
)
17:00 - 17:40
Room: 15-G-60
Tuesday 5 February 2019
09:30
Systematic Uncertainties and Learning from Data
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Systematic Uncertainties and Learning from Data
Gregor Kasieczka
(
Hamburg University (DE)
)
09:30 - 10:45
Room: Y16-G-15
10:45
Coffee break
Coffee break
10:45 - 11:00
11:00
Generative Networks and Understanding network decisions
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Generative Networks and Understanding network decisions
Gregor Kasieczka
(
Hamburg University (DE)
)
11:00 - 12:00
Room: Y16-G-15
12:00
Lunch break
Lunch break
12:00 - 14:00
14:00
Hands-on
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Hands-on
Gregor Kasieczka
(
Hamburg University (DE)
)
14:00 - 15:00
Room: Y15-G-60
15:15
Hands-on
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Hands-on
Gregor Kasieczka
(
Hamburg University (DE)
)
15:15 - 16:30
Room: Y15-G-60
16:30
Coffee break
Coffee break
16:30 - 17:00
Room: Y15-G-60
17:00
Scaling up TensorFlow on Accelerators
-
Marvin Ritter
(
Google AI
)
Scaling up TensorFlow on Accelerators
Marvin Ritter
(
Google AI
)
17:00 - 17:40
Room: Y15-G-60