One alternative that I find interesting (not the one I was taught first though) is to visualize matrix multiplication as the sum of the rank 1 matrices obtained

One alternative that I find interesting (not the one I was taught first though) is to visualize matrix multiplication as the sum of the rank 1 matrices obtained by multiplying each column of the left matrix by the corresponding row of the right one.