Difference between revisions of "AI tutorials"
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| Shannen Graham-Howard || University of Mass. Amherst || Graduate Student || Yes | | Shannen Graham-Howard || University of Mass. Amherst || Graduate Student || Yes | ||
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+ | | Jiawei Guo || Carnegie Mellon University || Graduate Student || Yes | ||
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Revision as of 17:01, 30 January 2025
Contents
[hide]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
[Expand]
References
Workshop Software
Agenda
Feb 18
Feb 19
Registration
Please add your name to the list of attendees below. No formal registration or registration fee is required.
}Recording
Name | Home Institution | Level | Participate at JLab |
---|---|---|---|
ig | JLab | Staff | Yes |
Daniel | JLab | Staff | Yes |
Gyang | Virginia Tech | Student | Yes |
Karthik | William and Mary | Postdoc | No |
Zachary Baldwin | Carnegie Mellon University | Graduate Student | Yes |
Nizar Septian | Florida State University | Student | Yes |
Alex Austregesilo | JLab | Staff | Yes |
Drew Smith | JLab | Postdoc | Yes |
Sean Dobbs | FSU | Faculty | Yes |
Will Imoehl | Carnegie Mellon University | Postdoc | No |
Farah Afzal | Ruhr University Bochum | Faculty | Yes |
Peter Hurck | Glasgow | Faculty | Yes |
Lawrence Ng | JLab | Postdoc | Yes |
Albert Fabrizi | University of Mass. Amherst | Graduate Student | Yes |
Shannen Graham-Howard | University of Mass. Amherst | Graduate Student | Yes |
Jiawei Guo | Carnegie Mellon University | Graduate Student | Yes |