Welcome to 'Machine Learning for Engineering & Science Applications' course !
This lecture discusses the architecture of LSTMs in more detail. LSTMs use a memory cell to store information from previous time steps. They also use three gates: the forget gate, the input gate, and the output gate. The forget gate controls how much information from previous time steps is retained. The input gate controls how much new information is added to the memory cell. The output gate controls how much information from the memory cell is output to the next layer.
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#RNN #LSTM #GRU #MemoryCell #ForgetGate #InputGate #OutputGate