Waterloo Man Scores Two Million Powerball Prize

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The authors present an algorithm that can determine a "winning ticket" by pruning the weights with the smallest magnitudes, removing these nodes completely, and then retraining the network once more . Successive iterations make the networks smaller sized, even though preserving the accuracy of the original larger model. The concept is that if you have an overparameterised model for a certain problem, this model contains a smaller sized model, that has comparable overall performance to the educated significant model, with no coaching! That indicates gradient descent is in fact equivalent to pruning weights in a random network. There is no algorithm for how to do this efficiently but that does not imply that there are no heuristics out there that would get you close. This is thrilling as it signifies a possible option for backprop is out there.
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