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# System prepended metadata

title: Biased active learning setup
tags: [fairness]

---

# Biased active learning setup

### Premise

BALD doesn't query samples for which the model ensemble is certain about the label.

This can be a problem with colored MNIST, because the models could pick up on the color instead of the digit shape.

### Setup