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with return_sequences=True model.add(LSTM(units=50, return_sequences=True, input_shape=(X_train.shape[1], 1))) model.add(LSTM(units=50, return_sequences=True)) In this model, units represent the number of neurons in each LSTM layer. return_sequences=True is crucial in the first layers to ensure the