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effectiveness for tasks requiring long-term dependencies. LSTMs: The Memory Champions Long Short-Term Memory networks, or LSTMs, are the brainiacs of the RNN family. They tackle the vanishing gradient problem head-on with their sophisticated cell structure. Each LSTM cell has three gates — input,