Machine Learning for High Energy Physics - a mini course
from
Monday, February 4, 2019 (9:00 AM)
to
Tuesday, February 5, 2019 (5:45 PM)
Monday, February 4, 2019
9:00 AM
Registration
Registration
9:00 AM - 9:30 AM
Room: Y15-G-60
9:30 AM
Welcome
-
Ben Kilminster
(
Universitaet Zuerich (CH)
)
Welcome
Ben Kilminster
(
Universitaet Zuerich (CH)
)
9:30 AM - 9:35 AM
Room: Y15-G-60
9:35 AM
Introduction
-
Thea Aarrestad
(
Universitaet Zuerich (CH)
)
Introduction
Thea Aarrestad
(
Universitaet Zuerich (CH)
)
9:35 AM - 9:45 AM
Room: Y15-G-60
9:45 AM
Basics of neural networks and training
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Basics of neural networks and training
Gregor Kasieczka
(
Hamburg University (DE)
)
9:45 AM - 10:45 AM
Room: Y15-G-60
10:45 AM
Coffee break
Coffee break
10:45 AM - 11:00 AM
Room: Y15-G-60
11:00 AM
Convolutional networks
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Convolutional networks
Gregor Kasieczka
(
Hamburg University (DE)
)
11:00 AM - 12:15 PM
Room: Y15-G-60
12:15 PM
Lunch break
Lunch break
12:15 PM - 2:00 PM
Room: Y15-G-60
2:00 PM
Recurrent architectures
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Recurrent architectures
Gregor Kasieczka
(
Hamburg University (DE)
)
2:00 PM - 3:00 PM
Room: Y15-G-60
3:00 PM
Break
Break
3:00 PM - 3:15 PM
Room: Y15-G-60
3:15 PM
Combining Physics and Deep Learning
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Combining Physics and Deep Learning
Gregor Kasieczka
(
Hamburg University (DE)
)
3:15 PM - 4:30 PM
Room: Y15-G-60
4:30 PM
Coffee break
Coffee break
4:30 PM - 5:00 PM
Room: Y15-G-60
5:00 PM
Invited evening talk: Machine Learning for HL-LHC
-
Jennifer Ngadiuba
(
CERN
)
Invited evening talk: Machine Learning for HL-LHC
Jennifer Ngadiuba
(
CERN
)
5:00 PM - 5:40 PM
Room: 15-G-60
Tuesday, February 5, 2019
9:30 AM
Systematic Uncertainties and Learning from Data
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Systematic Uncertainties and Learning from Data
Gregor Kasieczka
(
Hamburg University (DE)
)
9:30 AM - 10:45 AM
Room: Y16-G-15
10:45 AM
Coffee break
Coffee break
10:45 AM - 11:00 AM
11:00 AM
Generative Networks and Understanding network decisions
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Generative Networks and Understanding network decisions
Gregor Kasieczka
(
Hamburg University (DE)
)
11:00 AM - 12:00 PM
Room: Y16-G-15
12:00 PM
Lunch break
Lunch break
12:00 PM - 2:00 PM
2:00 PM
Hands-on
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Hands-on
Gregor Kasieczka
(
Hamburg University (DE)
)
2:00 PM - 3:00 PM
Room: Y15-G-60
3:15 PM
Hands-on
-
Gregor Kasieczka
(
Hamburg University (DE)
)
Hands-on
Gregor Kasieczka
(
Hamburg University (DE)
)
3:15 PM - 4:30 PM
Room: Y15-G-60
4:30 PM
Coffee break
Coffee break
4:30 PM - 5:00 PM
Room: Y15-G-60
5:00 PM
Scaling up TensorFlow on Accelerators
-
Marvin Ritter
(
Google AI
)
Scaling up TensorFlow on Accelerators
Marvin Ritter
(
Google AI
)
5:00 PM - 5:40 PM
Room: Y15-G-60