January 14, 2025 HallD AI/ML meeting
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Revision as of 13:18, 14 January 2025 by Ijaegle (Talk | contribs) (Created page with "== Time and Place == * Time: Tuesday, January 14, 2025 at 1:30 pm EDT. * Room: Zoom == Meeting Connections == Join ZoomGov Meeting: https://jlab-org.zoomgov.com/j/1606473787...")
Time and Place
- Time: Tuesday, January 14, 2025 at 1:30 pm EDT.
- Room: Zoom
Meeting Connections
Join ZoomGov Meeting: https://jlab-org.zoomgov.com/j/1606473787?pwd=djJheGhRY0o1RENMVkdkMnhrUUZEUT09
Meeting ID: 160 647 3787 Passcode: 638535
Agenda
- Announcements
- Organization of the workshop on Best practice for AI in nuclear physics applications
- 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 (Igal will mostly cover this one)
- 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
