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Recurrent Neural Networks
Recurrent Neural Networks
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conceptual
An LSTM cell has three gates: forget gate, input gate, and output gate. What is the role of the forget gate
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Hide and think first
A.
It decides which new information to store in the cell state
B.
It controls how much of the previous cell state
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to retain, with values near 0 erasing and near 1 preserving
C.
It prevents the gradients from exploding during backpropagation
D.
It determines which parts of the cell state to output as the hidden state by applying an element-wise sigmoid mask
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