LSTM

Long Short-Term Memory

RNN variant designed to remember long-range dependencies.

When you'd see it: Sequence modeling, especially older NLP and ongoing time-series work.

Why it matters: LSTMs are an RNN variant built to remember information over long stretches, fixing a key weakness of plain RNNs. They were state of the art for language before transformers and remain useful for time-series.