Q$4$ : In Long Short$-$Term Memory $($LSTM$)$ networks, what is the purpose of the forget gate?

a$)$ Control input to the memory cell

b$)$ Control output from the memory cell

c$)$ Control the flow of information from the previous cell state

d$)$ Control the flow of information to the next cell state