Topical Lectures "Machine Learning"
from
Wednesday, 8 June 2022 (09:30)
to
Friday, 10 June 2022 (18:00)
Monday, 6 June 2022
Tuesday, 7 June 2022
Wednesday, 8 June 2022
09:30
Morning session I
-
Juan Rojo
Morning session I
Juan Rojo
09:30 - 11:00
Room: Z009
General introduction to Machine Learning, including supervised (regression + classification) and unsupervised learning and (deep) neural networks
11:00
Coffee break
Coffee break
11:00 - 11:15
Room: Z009
11:15
Morning session II
-
Juan Rojo
Morning session II
Juan Rojo
11:15 - 12:45
Room: Z009
General introduction to Machine Learning, including supervised (regression + classification) and unsupervised learning and (deep) neural networks
12:45
Lunch break
Lunch break
12:45 - 13:45
13:45
Afternoon session I
-
Tanjona Radonirina Rabemananjara
(
NIKHEF & VU Amsterdam
)
Afternoon session I
Tanjona Radonirina Rabemananjara
(
NIKHEF & VU Amsterdam
)
13:45 - 15:15
Room: Z009
hands-on tutorials with Jupyter notebooks (supervised learning regression + classification)
15:15
Tea break
Tea break
15:15 - 15:30
Room: Z009
15:30
Afternoon session II
-
Tanjona Radonirina Rabemananjara
(
NIKHEF & VU Amsterdam
)
Afternoon session II
Tanjona Radonirina Rabemananjara
(
NIKHEF & VU Amsterdam
)
15:30 - 17:00
Room: Z009
hands-on tutorials with Jupyter notebooks (supervised learning regression + classification)
Thursday, 9 June 2022
09:30
Morning session I
-
Juan Rojo
Morning session I
Juan Rojo
09:30 - 11:00
Room: Z009
advanced topics in machine learning: convolutional networks, adversarial learning, reinforcement learning
11:00
Coffee break
Coffee break
11:00 - 11:15
Room: Z009
11:15
Morning session II
-
Jacco de Vries
Morning session II
Jacco de Vries
11:15 - 12:45
Room: Z009
machine learning for LHCb/flavor physics
12:45
Lunch break
Lunch break
12:45 - 13:45
13:45
Afternoon session I
-
Tanjona Radonirina Rabemananjara
(
NIKHEF & VU Amsterdam
)
Afternoon session I
Tanjona Radonirina Rabemananjara
(
NIKHEF & VU Amsterdam
)
13:45 - 15:15
Room: Z009
hands-on tutorials with Jupyter notebooks (unsupervised learning)
15:15
Tea break
Tea break
15:15 - 15:30
Room: Z009
15:30
Afternoon session II
-
Jacco de Vries
Afternoon session II
Jacco de Vries
15:30 - 17:00
Room: Z009
hands-on tutorials with Jupyter notebooks (ML for LHCb/flavor physics)
Friday, 10 June 2022
09:30
Morning session I
-
Amit Reza
(
Nikhef Amsterdam
)
Morning session I
Amit Reza
(
Nikhef Amsterdam
)
09:30 - 11:00
Room: Z009
CNNs in gravitational wave physics
11:00
Coffee break
Coffee break
11:00 - 11:15
Room: Z009
11:15
Morning session II
-
Johnny Raine
Morning session II
Johnny Raine
11:15 - 12:45
Room: Z009
machine learning for LHC high-pT physics
12:45
Lunch break
Lunch break
12:45 - 13:45
13:45
Afternoon session I
-
Amit Reza
(
Nikhef Amsterdam
)
Afternoon session I
Amit Reza
(
Nikhef Amsterdam
)
13:45 - 15:15
Room: Z009
hands-on tutorials with Jupyter notebooks (CNNs in GWs)
15:15
Tea break
Tea break
15:15 - 15:30
Room: Z009
15:30
Afternoon session II
-
Johnny Raine
(
CERN
)
Afternoon session II
Johnny Raine
(
CERN
)
15:30 - 17:00
Room: Z009
hands-on tutorials with Jupyter notebooks (ML in ATLAS)
17:00
Drinks!
Drinks!
17:00 - 18:00
Room: Z009