Re:Deep Learning’s Impact on Image Processing, Mathematics, ...
by sdenton4 on Sunday May 07, 2017 @12:29PM
(#14286186)
The black box nature of the regression can make things difficult, though. If you have a couple other parameters which indicate 'black male' with high probability, you might find layer one reconstructing the notion of gender and layer two making decisions based on it.
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Re:Deep Learning’s Impact on Image Processing, Mathematics, ...
by moultano on Sunday May 07, 2017 @06:06PM
(#14287965)
Much better to include the feature in the training, and exclude it from the inference. That actually cancels out the effect, rather than just incentivizing the model to reconstruct it.