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Practical Deep Learning - Schedule
Contributions:
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May 6 - 8, 09:00 - 12:00 (CET), 2025
Links for the workshop:
Links for ENCCS
Links for NCC Romania
Links for NTNU
Organizers and Instructors
- Andreea Dinu (AD), ICI Bucharest/NCC Romania
- Ashwin Mohanan (AM), RISE/ENCCS
- Yonglei Wang (YW), LiU/ENCCS
- Sebastian Muraru (SM), ICI Bucharest/NCC Romania
- Elena-Anca Paraschiv (EP), ICI Bucharest/NCC Romania
- Vijeta Sharma (VS), NTNU
Ice breaking question
What's your first name, and on what project you are working with Deep Learning and which package(s) are you using for Deep Learning?
- M from Germany - just getting started with ML and deeplearning. Working on theoretical quantum many body physics.
- SH from Stockholm. I work in Agrigenomics and am using Deep Learning for image analysis.
- S from Sweden. Working in Pharmacogenomics. No experience in DL but interested for future projects.
- V from Germany. I want to get a better understanding of ML and deepLearning. Working on theoretical quantum many body physics
- V from Lund, Sweden. Working on phage genomics and protein structures. Vastly experienced in ML but hoping to learn more about Deep learning as this is an approach I would use for my project in the next months.
- A, Sweden. Computer Vision + ML package for digitizing tables containing handwritten-text.
- M, Recognition of plant diseases with Pytorch.
- T, Prediction of biophysical properties from protein dynamics
- V from Poland, working on a university project and thought deep learning on supercomputers might help stand out. Just starting out with HPC in general.
- I from Sweden, currently don't use deep learning but think it's good to be in the know. Work in quantum computing.
- R, Sweden. Learn about machine and deep learning for materials research.
- D, ML interatomic potentials
- A, from Saudi Arabia, working on Density Functional Theory for my master research
- S, Sweden. Working with Pattern Detection and Analysis of Emmision data from IC engines
- K, Sweden. Working with model based calibration for IC engines
- G, Germany. I would like to know how to classify patterns for materials.
Schedule
(May 5) Day 0 โ On-boarding to LUMI machine (10:00-12:00, CET)
(May 6) Day 1
Time |
Contents |
Instructor(s) |
09:00-09:10 |
Welcome |
YW |
09:10-09:50 |
Introduction to Deep Learning |
YW |
09:50-10:00 |
Coffee Break |
|
10:00-10:50 |
Classification by a neural network using Keras (I) |
AM |
10:50-11:00 |
Coffee Break |
|
11:00-11:50 |
Classification by a neural network using Keras (II) |
AM |
11:50-12:00 |
Wrap-up |
|
(May 7) Day 2
Time |
Contents |
Instructor(s) |
09:00-09:10 |
Welcome and recap |
YW |
09:10-10:00 |
Monitor the training process |
YW |
10:00-10:10 |
Coffee Break |
|
10:10-11:00 |
Advanced Layer Types |
AM |
11:10-11:10 |
Coffee Break |
|
11:10-11:50 |
Transfer learning & Outlook |
AM |
11:50-12:00 |
Wrap-up |
|
(May 8) Day 3
Time |
Contents |
Instructor(s) |
09:00-09:10 |
Welcome and recap |
YW |
09:10-10:20 |
Three tools (Geneformer, Boltz-1, GROMACS) to get your feet wet with computational drug development |
SM |
10:20-10:40 |
Coffee Break |
|
10:40-11:50 |
Applications of Deep Learning algorithms for retinal diseases diagnosis based on Optical Coherence Tomography imaging |
EP |
11:50-12:00 |
Wrap-up |
YW |
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