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Summary: Understanding Long Short-Term Memory Networks

Summary: Understanding Long Short-Term Memory Networks

Review what we've learned in this chapter.

In this chapter, we learned about LSTM networks. First, we discussed what an LSTM is and its high-level architecture. We also delved into the detailed computations that take place in an LSTM and discussed the computations through an example.

Composition of LSTM

We saw that an LSTM is composed mainly of five different things:

  • Cell state: This is the internal cell state of an LSTM cell.

  • Hidden state: The external hidden state is used to calculate predictions.

  • ...