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460 Non-Linearity Lost: The Impact of Removing ReLU on Deep Learning Architectures

150sec
HackerNoon @ 150sec 1 place · 03/13/2026 14:58 EDT

Non-Linearity Lost: The Impact of Removing ReLU on Deep Learning Architectures

I spent two days debugging a model that trained without errors, printed loss every epoch, and still sat near random guessing — barely above the 10% floor for a ten-class problem. I went through the usual checklist. Wrong loss function? No. Mismatched labels? No. Bad learning rate? No. I printed a batch of images. The ...

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