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Problem 15 - Entrance Test
In a recurrent neural network, what problem does the long short-term memory (LSTM) cell primarily solve?
A. Vanishing and exploding gradients in long sequences
B. Overfitting in convolution layers
C. Slow GPU memory allocation
D. Need for very high learning rates
Check Answer
Show Solution
Correct: A
LSTM uses gating mechanisms and a cell state highway to allow gradients to flow unchanged over many time steps, mitigating vanishing gradients.