Propose an algorithmic change to take advantage of the separability of the kernel and explain its benefits in terms of computational resources and parameter count.
Replace the d-dimensional convolution with composed one-dimensional convolutions. This reduces the time complexity from O(n^d) to O(d*n), and the number of parameters is reduced by a factor of n^(d-1).