Week 7: Optimizing Other Objectives¶

Topics¶

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

Optimizing multiple objective functions simultaneously
Adversarial neural networks

Reading¶

Please read the following:

Ref. [17]
Ref. [18]
Ref. [19]

Tasks¶

Complete the following tasks:

Run through notebook 07-objectives.ipynb
Try implementing a gradient reversal layer

Weekly Questions¶

Answer the following questions

What are some of the hyperparamters you have to tune when optimizing multiple objective functions?
Describe a setup to use an adversarial neural network to minimize dependence on data-simulation differences.

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Week 6 Notebook: Evalulating Model Performance and Robustness

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Week 7 Notebook: Optimizing Other Objectives