Learn how LSTM fixes forgetting with a cell state and 3 gates — forget (what to drop), input (what to add), output (what to show). GRU is a lighter version with 2 gates. Rule of thumb: try GRU first (faster), LSTM if it is better. Hear also: 1D CNNs and Transformers are used for time series too.
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