To acquire this sort of an FPGA implementation, we compress the 2D CNN by applying dynamic quantization strategies. In place of fine-tuning an already experienced network, this action involves retraining the CNN from scratch with constrained bitwidths for that weights and activations. This system is termed quantization-mindful education (QAT). The https://enricoh913atl8.wikitron.com/user