To acquire such an FPGA implementation, we compress the 2D CNN by implementing dynamic quantization techniques. Rather than great-tuning an already experienced network, this move requires retraining the CNN from scratch with constrained bitwidths for that weights and activations. This process is called quantization-knowledgeable coaching (QAT). The resulting compressed CNN https://karelc936xfm9.wikihearsay.com/user