Trueface
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Trueface

A 5-Minute Tour of Algorithmic Bias Mitigation

Demonstrating bias using a TensorFlow model for animal image classification: the top row are the input images, and the bottom row are the deep learning model’s predictions. Notice the albino wallaby in the second image from left is detected as a cat.
Hany Farid explains how his team reverse-engineered a bail algorithm to find the source of bias.
The ECCV workshop on reducing bias in face recognition algorithms.
Being Bayesian, Even Just a Bit, Fixes Overconfidence in ReLU Networks (paper at ICML 2020)

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