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A Long Short Term Memory (LSTM) is a neural network architecture that contains recurrent NN blocks that can remember a value for an arbitrary length of time.
4
votes
About RNN with variable length output vectors
Courtesy of Andrej Karpathy
And 5000 shouldn't be a problem for deep recurrent networks using advanced (LSTM/GRU) gates. Google WaveNet generates raw audio samples, which are much longer than 5000. …