Simulation-based Inference for scientific discovery
from
Monday 20 September 2021 (09:00)
to
Wednesday 22 September 2021 (17:00)
Monday 20 September 2021
09:00
Welcome
-
Alvaro Tejero-Cantero
(
MLcolab
)
Peter Steinbach
(
HZDR
)
Welcome
Alvaro Tejero-Cantero
(
MLcolab
)
Peter Steinbach
(
HZDR
)
09:00 - 09:20
09:20
Simulators for Science
-
Alvaro Tejero-Cantero
(
MLcolab
)
Simulators for Science
Alvaro Tejero-Cantero
(
MLcolab
)
09:20 - 09:40
09:40
Introduce your simulators
-
Alvaro Tejero-Cantero
(
MLcolab
)
Peter Steinbach
(
HZDR
)
Introduce your simulators
Alvaro Tejero-Cantero
(
MLcolab
)
Peter Steinbach
(
HZDR
)
09:40 - 10:40
11:00
From Simulators to Simulations-based Inference
-
Alvaro Tejero-Cantero
(
MLcolab
)
From Simulators to Simulations-based Inference
Alvaro Tejero-Cantero
(
MLcolab
)
11:00 - 12:00
12:00
Lunch
Lunch
12:00 - 13:00
13:15
Computing on HAICORE
-
Stefan Kesselheim
(
FZ Jülich
)
Computing on HAICORE
Stefan Kesselheim
(
FZ Jülich
)
13:15 - 14:00
14:00
Practical: ABC hands-on
-
Alvaro Tejero-Cantero
(
MLcolab
)
Stefan Kesselheim
(
FZ Jülich
)
Practical: ABC hands-on
Alvaro Tejero-Cantero
(
MLcolab
)
Stefan Kesselheim
(
FZ Jülich
)
14:00 - 15:00
15:00
Lecture: SBI in neuroscience
-
Pedro Goncalves
(
Mackelab
)
Lecture: SBI in neuroscience
Pedro Goncalves
(
Mackelab
)
15:00 - 16:00
16:00
Learner Feedback Day 1
-
Peter Steinbach
(
HZDR
)
Learner Feedback Day 1
Peter Steinbach
(
HZDR
)
16:00 - 16:20
Tuesday 21 September 2021
09:00
Conditional Density Estimation
-
Michael Deistler
(
MackeLab
)
Conditional Density Estimation
Michael Deistler
(
MackeLab
)
09:00 - 10:30
10:30
Introduction to SNPE
-
David Greenberg
(
Hereon
)
Michael Deistler
(
MackeLab
)
Introduction to SNPE
David Greenberg
(
Hereon
)
Michael Deistler
(
MackeLab
)
10:30 - 12:00
12:00
Lunch
Lunch
12:00 - 13:00
13:00
SNLE and SNRE
-
David Greenberg
(
Hereon
)
SNLE and SNRE
David Greenberg
(
Hereon
)
13:00 - 14:30
14:30
Practical: The SBI package
-
Jan Bölts
Practical: The SBI package
Jan Bölts
14:30 - 15:30
15:30
Learner Feedback Day 2
Learner Feedback Day 2
15:30 - 15:50
Wednesday 22 September 2021
09:00
Benchmarking SBI
-
Jan-Matthis Lückmann
(
MackeLab
)
Benchmarking SBI
Jan-Matthis Lückmann
(
MackeLab
)
09:00 - 09:40
09:40
Troubleshooting SBI
-
Jan Bölts
Troubleshooting SBI
Jan Bölts
09:40 - 10:40
10:40
Bayesian Workflow
-
Jan Bölts
Bayesian Workflow
Jan Bölts
10:40 - 11:40
12:00
Lunch
Lunch
12:00 - 13:00
13:00
SBI with your data
-
Michael Deistler
(
MackeLab
)
Peter Steinbach
(
HZDR
)
Alvaro Tejero-Cantero
(
MLcolab
)
Jan-Matthis Lückmann
(
MackeLab
)
Jan Bölts
SBI with your data
Michael Deistler
(
MackeLab
)
Peter Steinbach
(
HZDR
)
Alvaro Tejero-Cantero
(
MLcolab
)
Jan-Matthis Lückmann
(
MackeLab
)
Jan Bölts
13:00 - 16:00