[SOLVED] Recurrent Neural Networks ECE 684

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Q1

Consider the following regression 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 the product of the associated numbers. The result for the above example should be 9000.

Construct, manually, a RNN structure and associated weights that will solve this problem. This should be in the form of a flowchart identi- fying inputs and outputs, weights, sums, and activation functions, along with any necessary auxiliary text. Assume that the numbers are in [1, 5] (but as their string names). Note that your activation functions can be any scalar function.

HINT: log(xy) = log(x) + log(y)

You may work in a group of 1 or 2. Submissions will be graded without regard for the group size. You should turn in a document (.txt, .md, or .pdf) answering all of the red items above. You should also turn in Python scripts (.py) for each of the blue items.

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  • 6-RNN-f68mmd.zip