Abstract: Techniques for computing matrix convolutions in a plurality of multiply and accumulate units including data reuse of adjacent values. The data reuse can include reading a current value of the first matrix in from memory for concurrent use by the plurality of multiply and accumulate units. The data reuse can also include reading a current value of the second matrix in from memory to a serial shift buffer coupled to the plurality of multiply and accumulate units. The data reuse can also include reading a current value of the second matrix in from memory for concurrent use by the plurality of multiply and accumulate units.