Week 6: Evalulating Model Performance and Robustness¶

Topics¶

This week’s assignments will guide you through the following topics:

Evaluating the model’s performance
Testing the model’s output’s correlation with other variables of interest

Reading¶

Please skim the following:

Ref. [15]
Introduction of Ref. [16]

Tasks¶

Complete the following tasks:

Run through the notebook
Edit it to make the 2D correlation with jet \(p_T\)

Weekly Questions¶

Answer the following questions on Canvas:

Explain how it be the neural network output can be correlated with the jet mass when that is not an input.
Why is the correlation with jet pT less strong than with jet mass?

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Week 5 Notebook: Deep Learning from Jet Images

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Week 6 Notebook: Evalulating Model Performance and Robustness