Abstract: Various embodiments are generally directed to techniques for optimizing convolution filters. Generally, embodiments may determine, based on an analysis of a plurality of values of a convolution filter, an optimization operation to optimize at least one value of the plurality of values of the convolution filter. Embodiments may perform the optimization operation on the values of the convolution filter to generate an optimized convolution filter. Embodiments may also perform a convolution operation by a convolution logic based on the optimized convolution filter and an input data.