To acquire this sort of an FPGA implementation, we compress the 2nd CNN by applying dynamic quantization methods. Instead of fine-tuning an already educated network, this phase will involve retraining the CNN from scratch with constrained bitwidths for that weights and activations. This system is termed quantization-knowledgeable teaching (QAT). Th