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Question

Vanishing/Exploding Gradients - Why are vanishing or exploding gradients an issue for RNNs?

Answer

Recurrent Neural Networks (RNNs) have considerable difficulties during training and performance when dealing with disappearing and exploding gradients. The capacity of the network to accumulate dependencies over time and learn from previous data is jeopardized if the gradients disappear.