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Question

Backpropagation Through Time - Why do you need truncated backpropagation through time?

Answer

Backpropagation Through Time is a variant of the Backpropagation algorithm used for training advanced recurrent neural networks like Long Short-Term Memory networks. Truncated Backpropagation Through Time is an optimized version of this method that is more efficient for sequence prediction tasks with extremely lengthy sequences.