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How do I initialize a bias for the final layer of a CNN if my final output is logits and not probabilities?

I'm working on a medical image binary segmentation problem using a U-Net in tensorflow, and my classes are extremely unbalanced (about 1 in 10,000). I want to initialize a good bias for the last layer ...
Thao Nguyen's user avatar