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Diagnosing Vanishing and Exploding Gradients

MediumMachine Learning00:00
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Problem

Scenario

You are training a deep neural network and notice unstable learning. Loss may plateau early, become NaN, or improve only in shallow layers.

Question

How do you diagnose and mitigate vanishing or exploding gradients during the training of deep neural networks?