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3 . Consider the LSTM model in the following figure. Blue, red, and purple boxes indicate forget gate, input gate, and output gate, respectively. For
Consider the LSTM model in the following figure. Blue, red, and purple boxes indicate forget gate, input gate, and output gate, respectively. For each problem, explain the role of the state or gate how it can be calculated, and the meaning of the equation.
a points Forget gate ft b points Input gate it
c points Long term state cell state Ct d points Output gate ot
e points Shortterm hidden state ht
f points What is a potential issue for RNN How can LSTM address this issue?
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