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Revision as of 15:55, 16 January 2025
Contents
Purpose
The overall topic is: „Best practice for AI in nuclear physics applications“. We wish to cover the following items via plenary talks and/or interactive tutorials:
- Feature engineering --> Feature normalization, correlation coefficients, feature selection, etc.
- Overfitting --> Dropout layers, weight regularization, etc.
- Performance evaluation --> ROC-Curve, confusion matrix, accuracy, loss curves,...
- Visualization --> How to properly present the performance of a model ? What are "good" diagnostic plots ?
- Model deployment --> How to use a model within the GlueX analysis software
- Data fed into models --> What data sets are used ? Numerical, vs. Images, raw data vs. clean data,...
- Tools made available by the data science department
- Optional, depending on time: HPO --> Tune the parameters of your model
- Optional, depending on time: Bookkeeping of models via MLFlow
Location and Time
The workshop will take place at:
DATES: February 18 (all day) - 19 (morning only), 2025
LOCATION: CEBAF Center F113
Remote Participation
Join ZoomGov Meeting https://jlab-org.zoomgov.com/j/1601990060 (Click "Expand" to the right for more details -->):
Meeting ID: 160 199 0060 Passcode: 8394
One tap mobile
+16692545252,,1608686187# US (San Jose) +16468287666,,1608686187# US (New York)
Dial by your location
+1 669 254 5252 US (San Jose) +1 646 828 7666 US (New York) +1 669 216 1590 US (San Jose) +1 551 285 1373 US 833 568 8864 US Toll-free
Meeting ID: 160 868 6187
Find your local number: https://jlab-org.zoomgov.com/u/akv0IBrQk
Join by SIP
11601990060@sip.zoomgov.com
Join by H.323 (Polycom)
161.199.138.10 (US West) 161.199.136.10 (US East) Meeting ID: 160 199 0060 Passcode: 8394
References
It is not necessary to have gone through the previous workshop talks, but you will probably benefit if you do.
Workshop Software
Agenda
Feb 18
- 09:00 Introduction & Overview (Daniel)
- 10:20 Break (20)
- 10:40 Event Selection (ig)
- 11:40 Hydra (Torri)
- 12:10 Lunch
- 13:30 PID with MLworkflow (Anupam)
- 14:30 TMVA (Drew)
- 15:30 Break (20)
- 15:50 Calibration (Mezmur)
- 16:30 Q&A
- 18:00 Adjourn
Feb 19
- 9:00 Track (Mohammed)
- 10:00 Keshan's tutorial
Registration
Please add your name to the list of attendees below. No formal registration or registration fee is required.
| Name | Home Institution | Level | Participate at JLab |
|---|---|---|---|
| ig | JLab | Staff | Yes |
| Daniel | JLab | Staff | Yes |
Recording
- Links to video recordings hosted on YouTube are given in the agenda above.
- A video recording of this workshop can be found on the JLab CUE in: /cache/halld/workshops/physics_workshop_2022/recordings
- If the files are not in that directory, they can be retrieved from tape with the following command: jcache get /mss/halld/workshops/physics_workshop_2022/recordings/*
