Vanishing & Exploding Gradient Table Of Contents: Vanishing & Exploding Gradient. What Is Vanishing Gradient? What Is Exploding Gradient? Solution To Vanishing & Exploding Gradient. (1) Vanishing & Exploding Gradient The vanishing and exploding gradient problems are common challenges in training recurrent neural networks (RNNs). These problems occur when the gradients used to update the network’s parameters during training become either too small (vanishing gradients) or too large (exploding gradients). This can hinder the convergence of the training process and affect the performance of the RNN model. (2) Vanishing Gradient During backpropagation, the calculation of (partial) derivatives/gradients in the weight update formula follows

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