To develop this kind of an FPGA implementation, we compress the 2D CNN by applying dynamic quantization tactics. In lieu of wonderful-tuning an already skilled network, this step includes retraining the CNN from scratch with constrained bitwidths for the weights and activations. This system known as quantization-conscious instruction (QAT). The ens