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Explain the importance of lstm.



Explain the importance of lstm...

Answer / Sheo Kumar Gautam

Long Short-Term Memory (LSTM) is a type of recurrent neural network that can learn long-term dependencies in sequences by storing and managing memory cells. LSTMs are essential for tasks such as language modeling, speech recognition, and machine translation because they can model the context of words or phrases over arbitrary lengths. Unlike traditional RNNs, LSTMs have a memory cell that helps them retain information for extended periods, making them more robust to vanishing gradients.

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