AI tutorials

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

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Agenda

Feb 18

Feb 19

 

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