Deep Dive into Bidirectional LSTM

Deep Dive into Bidirectional LSTM

Deep Dive into Bidirectional LSTM Bidirectional LSTMs are an extension to typical LSTMs that can enhance performance of the model on sequence classification problems. Where all time steps of the input sequence are available, Bi-LSTMs train two LSTMs instead of one LSTMs on the input sequence. The first on the input sequence as-is and the other on a reversed copy of the input sequence. By this additional context is added to network and results are faster.   Bidirectional LSTMs The idea behind Bidirectional Recurrent Neural Networks (RNNs) is very straightforward. Which involves replicating the first recurrent layer in the network…