The present disclosure relates to a method for acceleration of convolutional neural networks on FPGA based on unified Winograd minimal filtering and GEMM architecture. Convolutional Neural Networks (CNN) have emerged as the most efficient technique for solving a host of machine learning tasks, especially in image an...