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Bidirectional RNNs
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Q1
Consider the following problem. There is a sequence of words representing positive integers, e.g.
[“three”, “one”, “four”, “one”, “five”, “two”, “five”, “three”, “five”] and we want to know, for each token, the central moving average of the associated numbers, with a window size of 3. That is, .
The result for the above example should be [4/3, 8/3,2, 10/3, 8/3,4, 10/3, 13/3, 8/3].
{
“five”: [1,0,0,0,0],
“four”: [0,1,0,0,0],
“one”: [0,0,1,0,0],
“three”: [0,0,0,1,0],
“two”: [0,0,0,0,1],
}
Note that for your bidirectional RNN, you should specify the form of the forward cell, the backward cell, and the output (non-recurrent) cell.
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