Long short-term memory

A type of cell in a RNN used to process sequences of data in applications such as handwriting recognition, machine translation, and image captioning. LSTMs address the vanishing gradient problem that occurs when training RNNs due to long data sequences by maintaining history in an internal memory state based on new input and context from previous cells in the RNN.1

Footnotes

  1. developers.google.com/machine-learning/glossary#Long_Short-Term_Memory

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