Learning both weights and connections for effective neural network. We pruned the conv2 and conv4 architectures with a 20% pruning price for convolutions, totally-connected layers, and each. Pruning convolutions in conv2 has substantial impact on accuracy but much less effect on convergence times the reverse is true for completely-connected layers. When each are pruned in concert, the overall network appears to inherit both sets of positive aspects. When pruned to in between 16.2% and ten.%, average accuracy increases by much more than 4 percentage points.
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